Characteristic | N | Study assignment | Overall, N = 3871 | |
---|---|---|---|---|
Case, N = 1821 | Control, N = 2051 | |||
Age group | 387 | |||
< 60 | 59 (32.4%) | 61 (29.8%) | 120 (31.0%) | |
>= 60 | 123 (67.6%) | 144 (70.2%) | 267 (69.0%) | |
Sex | 387 | |||
Female | 71 (39.0%) | 89 (43.4%) | 160 (41.3%) | |
Male | 111 (61.0%) | 116 (56.6%) | 227 (58.7%) | |
Patient race | 86 | |||
White | 30 (85.7%) | 41 (80.4%) | 71 (82.6%) | |
Black | 2 (5.71%) | 4 (7.84%) | 6 (6.98%) | |
Asian | 0 (0%) | 3 (5.88%) | 3 (3.49%) | |
Hispanic/Latino/a | 1 (2.86%) | 0 (0%) | 1 (1.16%) | |
Middle Eastern or North African | 0 (0%) | 1 (1.96%) | 1 (1.16%) | |
None of these | 1 (2.86%) | 1 (1.96%) | 2 (2.33%) | |
Prefer Not to Answer | 0 (0%) | 1 (1.96%) | 1 (1.16%) | |
Unable to provide | 1 (2.86%) | 0 (0%) | 1 (1.16%) | |
Missing | 147 | 154 | 301 | |
Patient ethnic group | 86 | |||
Mexican, Mexican American, or Chicano/a | 1 (2.86%) | 0 (0%) | 1 (1.16%) | |
Other Hispanic, Latino/a, or Spanish origin | 1 (2.86%) | 0 (0%) | 1 (1.16%) | |
None of these | 27 (77.1%) | 44 (86.3%) | 71 (82.6%) | |
Prefer Not to Answer | 4 (11.4%) | 2 (3.92%) | 6 (6.98%) | |
Unable to Provide | 2 (5.71%) | 5 (9.80%) | 7 (8.14%) | |
Missing | 147 | 154 | 301 | |
1 n (%) |
The impact of early oral anticancer medication monitoring through electronic patient assessments
1 Study Overview
1.1 Background
Specialty pharmacists can play a role in managing the growing number of oral anticancer medications as preferred cancer treatments.
Adverse effects may occur early in oral chemotherapy, limiting a patient’s ability to stay on the therapy. Electronic health record patient portals are an easy way to communicate to patients and can be utilized as a tool for reporting adverse effects.
The purpose of this study is to evaluate the effectiveness and feasibility of using an automated patient assessment communicated within the electronic health portal at identifying early adverse effects that require pharmacist intervention. This will be the first study to evaluate the effect of using technology to support patient monitoring on patient outcomes.
1.2 Methods
This is a prospective randomized study evaluating adult oncology patients prescribed new oral anticancer medication from providers associated with Vanderbilt Ingram Cancer Center and filled at VSP from 09/01/23 to 01/31/24.
Control: Usual care (Patients get follow up phone call 5-7 days before the time of their refill is due).
Intervention: Automated patient assessment sent 7-14 days after initial dispense of a new oral anticancer cancer medication
1.3 Outcomes
Aim 1: To evaluate differences in timing and frequency of adverse effect (AE) identification resulting in a pharmacist intervention during the first 45 days of treatment between intervention and usual care (control).
Aim 2: To evaluate the difference in medication changes and clinical outcomes at 90 days after initial medication dispense between intervention and usual care (control).
1.4 Exclusions
Exclude if patient never start treatment or discontinue within 14 days of initiation
Exclude if patient is prescribed a specialty medication for a hematologic condition
2 Descriptive statistics
2.1 Patient information
2.2 Disease information
Characteristic | N | Study assignment | Overall, N = 3871 | |
---|---|---|---|---|
Case, N = 1821 | Control, N = 2051 | |||
Diagnosis | 387 | |||
Bladder | 0 (0%) | 1 (0.49%) | 1 (0.26%) | |
Bone | 0 (0%) | 1 (0.49%) | 1 (0.26%) | |
Breast | 32 (17.6%) | 30 (14.6%) | 62 (16.0%) | |
Central nervous system | 24 (13.2%) | 20 (9.76%) | 44 (11.4%) | |
colon | 4 (2.20%) | 15 (7.32%) | 19 (4.91%) | |
gastric | 2 (1.10%) | 3 (1.46%) | 5 (1.29%) | |
head and neck | 1 (0.55%) | 0 (0%) | 1 (0.26%) | |
hepatobiliary | 2 (1.10%) | 8 (3.90%) | 10 (2.58%) | |
kidney | 15 (8.24%) | 21 (10.2%) | 36 (9.30%) | |
lung (non-small cell, small cell) | 7 (3.85%) | 12 (5.85%) | 19 (4.91%) | |
Melanoma (skin) | 8 (4.40%) | 3 (1.46%) | 11 (2.84%) | |
Neuroendocrine and adrenal | 0 (0%) | 1 (0.49%) | 1 (0.26%) | |
Pancreatic adenocarcinoma | 4 (2.20%) | 5 (2.44%) | 9 (2.33%) | |
Prostate | 68 (37.4%) | 59 (28.8%) | 127 (32.8%) | |
rectal | 6 (3.30%) | 8 (3.90%) | 14 (3.62%) | |
soft tissue sarcoma | 6 (3.30%) | 8 (3.90%) | 14 (3.62%) | |
thyroid | 1 (0.55%) | 7 (3.41%) | 8 (2.07%) | |
uterine | 2 (1.10%) | 3 (1.46%) | 5 (1.29%) | |
Diagnosis category | 387 | |||
Breast | 32 (17.6%) | 30 (14.6%) | 62 (16.0%) | |
Central nervous system | 24 (13.2%) | 20 (9.76%) | 44 (11.4%) | |
GI | 18 (9.89%) | 40 (19.5%) | 58 (15.0%) | |
GU | 83 (45.6%) | 81 (39.5%) | 164 (42.4%) | |
GYN | 2 (1.10%) | 3 (1.46%) | 5 (1.29%) | |
Head/neck | 2 (1.10%) | 7 (3.41%) | 9 (2.33%) | |
Lung | 7 (3.85%) | 12 (5.85%) | 19 (4.91%) | |
Melanoma/sarcoma | 14 (7.69%) | 12 (5.85%) | 26 (6.72%) | |
What is the patient's cancer stage? | 387 | |||
stage I | 8 (4.40%) | 9 (4.39%) | 17 (4.39%) | |
stage II | 28 (15.4%) | 21 (10.2%) | 49 (12.7%) | |
stage III | 36 (19.8%) | 30 (14.6%) | 66 (17.1%) | |
stage IV | 107 (58.8%) | 142 (69.3%) | 249 (64.3%) | |
staging not available | 3 (1.65%) | 3 (1.46%) | 6 (1.55%) | |
1 n (%) |
2.3 Medication
Characteristic | N | Study assignment | Overall, N = 3871 | |
---|---|---|---|---|
Case, N = 1821 | Control, N = 2051 | |||
Drug class category | 387 | |||
Anti-neoplastic agents | 112 (61.5%) | 146 (71.2%) | 258 (66.7%) | |
Anti-androgens/hormone receptor antagonists | 70 (38.5%) | 59 (28.8%) | 129 (33.3%) | |
Medication name (Epic prescription) | 387 | |||
relugolix | 42 (23.1%) | 38 (18.5%) | 80 (20.7%) | |
capecitabine | 20 (11.0%) | 32 (15.6%) | 52 (13.4%) | |
temozolomide | 21 (11.5%) | 14 (6.83%) | 35 (9.04%) | |
abiraterone acetate | 7 (3.85%) | 11 (5.37%) | 18 (4.65%) | |
abemaciclib | 11 (6.04%) | 5 (2.44%) | 16 (4.13%) | |
lenvatinib mesylate | 3 (1.65%) | 11 (5.37%) | 14 (3.62%) | |
cabozantinib s-malate | 7 (3.85%) | 6 (2.93%) | 13 (3.36%) | |
ribociclib succinate | 5 (2.75%) | 7 (3.41%) | 12 (3.10%) | |
axitinib | 4 (2.20%) | 6 (2.93%) | 10 (2.58%) | |
lomustine | 6 (3.30%) | 4 (1.95%) | 10 (2.58%) | |
enzalutamide | 5 (2.75%) | 4 (1.95%) | 9 (2.33%) | |
palbociclib | 3 (1.65%) | 6 (2.93%) | 9 (2.33%) | |
belzutifan | 1 (0.55%) | 7 (3.41%) | 8 (2.07%) | |
darolutamide | 5 (2.75%) | 3 (1.46%) | 8 (2.07%) | |
osimertinib mesylate | 0 (0%) | 7 (3.41%) | 7 (1.81%) | |
pazopanib hcl | 3 (1.65%) | 4 (1.95%) | 7 (1.81%) | |
apalutamide | 5 (2.75%) | 1 (0.49%) | 6 (1.55%) | |
dabrafenib mesylate | 2 (1.10%) | 3 (1.46%) | 5 (1.29%) | |
abiraterone | 4 (2.20%) | 0 (0%) | 4 (1.03%) | |
ivosidenib | 1 (0.55%) | 3 (1.46%) | 4 (1.03%) | |
tivozanib hcl | 2 (1.10%) | 2 (0.98%) | 4 (1.03%) | |
trifluridine/tipiracil hcl | 1 (0.55%) | 3 (1.46%) | 4 (1.03%) | |
adagrasib | 2 (1.10%) | 1 (0.49%) | 3 (0.78%) | |
brigatinib | 3 (1.65%) | 0 (0%) | 3 (0.78%) | |
elacestrant hcl | 2 (1.10%) | 1 (0.49%) | 3 (0.78%) | |
encorafenib | 0 (0%) | 3 (1.46%) | 3 (0.78%) | |
everolimus | 0 (0%) | 3 (1.46%) | 3 (0.78%) | |
fruquintinib | 0 (0%) | 3 (1.46%) | 3 (0.78%) | |
imatinib mesylate | 1 (0.55%) | 2 (0.98%) | 3 (0.78%) | |
nirogacestat hydrobromide | 2 (1.10%) | 1 (0.49%) | 3 (0.78%) | |
ribociclib | 1 (0.55%) | 2 (0.98%) | 3 (0.78%) | |
binimetinib | 2 (1.10%) | 0 (0%) | 2 (0.52%) | |
capmatinib hydrochloride | 0 (0%) | 2 (0.98%) | 2 (0.52%) | |
larotrectinib sulfate | 1 (0.55%) | 1 (0.49%) | 2 (0.52%) | |
tepotinib hcl | 1 (0.55%) | 1 (0.49%) | 2 (0.52%) | |
trifluridine/tipiracil | 2 (1.10%) | 0 (0%) | 2 (0.52%) | |
tucatinib | 1 (0.55%) | 1 (0.49%) | 2 (0.52%) | |
alpelisib | 0 (0%) | 1 (0.49%) | 1 (0.26%) | |
capivasertib | 1 (0.55%) | 0 (0%) | 1 (0.26%) | |
dabrafenib mesylate, trametinib | 0 (0%) | 1 (0.49%) | 1 (0.26%) | |
darolutamide; relugolix | 0 (0%) | 1 (0.49%) | 1 (0.26%) | |
entrectinib | 0 (0%) | 1 (0.49%) | 1 (0.26%) | |
everolimus + lenvima | 1 (0.55%) | 0 (0%) | 1 (0.26%) | |
futibatinib | 0 (0%) | 1 (0.49%) | 1 (0.26%) | |
lenvatinib | 0 (0%) | 1 (0.49%) | 1 (0.26%) | |
lorlatinib | 1 (0.55%) | 0 (0%) | 1 (0.26%) | |
osimertinib | 0 (0%) | 1 (0.49%) | 1 (0.26%) | |
ripretinib | 1 (0.55%) | 0 (0%) | 1 (0.26%) | |
selinexor | 1 (0.55%) | 0 (0%) | 1 (0.26%) | |
selpercatanib | 1 (0.55%) | 0 (0%) | 1 (0.26%) | |
1 n (%) |
2.4 ECOG and health status
ECOG describes the patients’ level of functioning in terms of their ability to care for themselves. This score is assigned by the healthcare provider. Score of 0 is fully active while score of 5 is dead.
Characteristic | N | Study assignment | Overall, N = 3871 | |
---|---|---|---|---|
Case, N = 1821 | Control, N = 2051 | |||
What line of treatment is this medication? | 385 | |||
1st line | 72 (39.8%) | 98 (48.0%) | 170 (44.2%) | |
2nd line | 51 (28.2%) | 52 (25.5%) | 103 (26.8%) | |
3rd line | 27 (14.9%) | 27 (13.2%) | 54 (14.0%) | |
4th line or higher | 31 (17.1%) | 27 (13.2%) | 58 (15.1%) | |
Missing | 1 | 1 | 2 | |
What was the ECOG score before the the prescription was sent out? | 387 | |||
0 | 65 (35.7%) | 69 (33.7%) | 134 (34.6%) | |
1 | 79 (43.4%) | 93 (45.4%) | 172 (44.4%) | |
2 | 12 (6.59%) | 20 (9.76%) | 32 (8.27%) | |
3 | 0 (0%) | 2 (0.98%) | 2 (0.52%) | |
Unknown or not documented | 26 (14.3%) | 21 (10.2%) | 47 (12.1%) | |
Charlson Comorbidity Index Score | 387 | |||
Mean (SD) | 6.8 (2.8) | 7.3 (2.7) | 7.1 (2.7) | |
Median (IQR) | 7.0 (5.0 - 9.0) | 8.0 (5.0 - 9.0) | 7.0 (5.0 - 9.0) | |
Range | 2.0 - 16.0 | 0.0 - 14.0 | 0.0 - 16.0 | |
1 n (%) |
Characteristic | N | Study assignment | Overall, N = 3871 | |
---|---|---|---|---|
Case, N = 1821 | Control, N = 2051 | |||
Myocardial infarction | 387 | 9 (4.95%) | 6 (2.93%) | 15 (3.88%) |
Congestive heart failure | 387 | 7 (3.85%) | 8 (3.90%) | 15 (3.88%) |
Peripheral vascular disease | 387 | 17 (9.34%) | 14 (6.83%) | 31 (8.01%) |
Cerebrovascular accident (CVA) or transient ischemic attack (TIA) | 387 | 6 (3.30%) | 8 (3.90%) | 14 (3.62%) |
Dementia | 387 | 0 (0%) | 1 (0.49%) | 1 (0.26%) |
COPD | 387 | 5 (2.75%) | 8 (3.90%) | 13 (3.36%) |
Connective tissue disease | 387 | 11 (6.04%) | 14 (6.83%) | 25 (6.46%) |
Peptic ulcer disease | 387 | 0 (0%) | 6 (2.93%) | 6 (1.55%) |
Liver disease | 387 | |||
None | 176 (96.7%) | 197 (96.1%) | 373 (96.4%) | |
Mild | 3 (1.65%) | 3 (1.46%) | 6 (1.55%) | |
Moderate to severe | 3 (1.65%) | 5 (2.44%) | 8 (2.07%) | |
Diabetes mellitus | 387 | |||
None or diet-controlled | 156 (85.7%) | 173 (84.4%) | 329 (85.0%) | |
Uncomplicated | 26 (14.3%) | 32 (15.6%) | 58 (15.0%) | |
Hemiplegia | 387 | 0 (0%) | 2 (0.98%) | 2 (0.52%) |
Moderate to severe CKD | 387 | 16 (8.79%) | 20 (9.76%) | 36 (9.30%) |
Solid tumor | 387 | |||
None | 0 (0%) | 2 (0.98%) | 2 (0.52%) | |
Localized | 85 (46.7%) | 64 (31.2%) | 149 (38.5%) | |
Metastatic | 97 (53.3%) | 139 (67.8%) | 236 (61.0%) | |
Leukemia | 387 | 1 (0.55%) | 2 (0.98%) | 3 (0.78%) |
Lymphoma | 387 | 3 (1.65%) | 2 (0.98%) | 5 (1.29%) |
AIDS | 387 | 1 (0.55%) | 2 (0.98%) | 3 (0.78%) |
1 n (%) |
2.5 Questionnaire response
Characteristic | N | Study assignment | Overall, N = 3871 | |
---|---|---|---|---|
Case, N = 1821 | Control, N = 2051 | |||
Questionnaire response | 387 | |||
Yes | 85 (46.7%) | 0 (0%) | 85 (22.0%) | |
No | 97 (53.3%) | 205 (100.0%) | 302 (78.0%) | |
Have you started taking your medication? | 85 | |||
No | 3 (3.53%) | 0 (NA%) | 3 (3.53%) | |
Yes | 82 (96.5%) | 0 (NA%) | 82 (96.5%) | |
Missing | 97 | 205 | 302 | |
How many doses have you missed since your first dose | 85 | |||
0 | 79 (92.9%) | 0 (NA%) | 79 (92.9%) | |
1 to 2 | 3 (3.53%) | 0 (NA%) | 3 (3.53%) | |
3 or more | 3 (3.53%) | 0 (NA%) | 3 (3.53%) | |
Missing | 97 | 205 | 302 | |
New side efects since new medication start? | 82 | |||
No | 55 (67.1%) | 0 (NA%) | 55 (67.1%) | |
Yes | 27 (32.9%) | 0 (NA%) | 27 (32.9%) | |
Missing | 100 | 205 | 305 | |
How bad are the side effects? | 27 | |||
not bad | 12 (44.4%) | 0 (NA%) | 12 (44.4%) | |
I can tolerate them | 14 (51.9%) | 0 (NA%) | 14 (51.9%) | |
really bad | 1 (3.70%) | 0 (NA%) | 1 (3.70%) | |
Missing | 155 | 205 | 360 | |
Questions or concerns to discuss with the pharmacist? | 85 | |||
No | 80 (94.1%) | 0 (NA%) | 80 (94.1%) | |
Yes | 5 (5.88%) | 0 (NA%) | 5 (5.88%) | |
Missing | 97 | 205 | 302 | |
1 n (%) |
3 AE interventions in the first 45 days of treatment
3.1 Number of interventions
Characteristic | N | Study assignment | Overall, N = 3871 | |
---|---|---|---|---|
Case, N = 1821 | Control, N = 2051 | |||
Any AE intervention | 387 | |||
No | 141 (77.5%) | 167 (81.5%) | 308 (79.6%) | |
Yes | 41 (22.5%) | 38 (18.5%) | 79 (20.4%) | |
Number of AE interventions | 387 | |||
0 | 141 (77.5%) | 167 (81.5%) | 308 (79.6%) | |
1 | 29 (15.9%) | 30 (14.6%) | 59 (15.2%) | |
2 | 10 (5.49%) | 6 (2.93%) | 16 (4.13%) | |
3 | 0 (0%) | 2 (0.98%) | 2 (0.52%) | |
4 | 1 (0.55%) | 0 (0%) | 1 (0.26%) | |
6 | 1 (0.55%) | 0 (0%) | 1 (0.26%) | |
1 n (%) |
3.2 Intervention details
Characteristic | N | Study assignment | Overall, N = 1071 | |
---|---|---|---|---|
Case, N = 591 | Control, N = 481 | |||
Did action take place regarding the alert? | 107 | |||
No | 0 (0%) | 2 (4.17%) | 2 (1.87%) | |
Yes | 59 (100.0%) | 46 (95.8%) | 105 (98.1%) | |
Was there a recommendation made to the provider? | 105 | |||
No | 57 (96.6%) | 43 (93.5%) | 100 (95.2%) | |
Yes | 2 (3.39%) | 3 (6.52%) | 5 (4.76%) | |
Missing | 0 | 2 | 2 | |
What was the pharmacist's health outcomes impact? | 105 | |||
No risk | 30 (50.8%) | 24 (52.2%) | 54 (51.4%) | |
Low risk | 26 (44.1%) | 19 (41.3%) | 45 (42.9%) | |
Moderate risk | 3 (5.08%) | 3 (6.52%) | 6 (5.71%) | |
High risk | 0 (0%) | 0 (0%) | 0 (0%) | |
Missing | 0 | 2 | 2 | |
How long did the pharmacist spend on the intervention? | 105 | |||
Mean (SD) | 13.0 (11.4) | 12.6 (7.7) | 12.8 (9.9) | |
Median (IQR) | 10.0 (6.0 - 15.0) | 10.0 (7.0 - 15.0) | 10.0 (6.0 - 15.0) | |
Range | 2.0 - 55.0 | 5.0 - 40.0 | 2.0 - 55.0 | |
Missing | 0 | 2 | 2 | |
1 n (%) |
3.3 Time to first AE intervention
Characteristic | N | Study assignment | Overall, N = 387 | |
---|---|---|---|---|
Case, N = 182 | Control, N = 205 | |||
Time from counseling to first AE intervention | 79 | |||
Mean (SD) | 18.6 (8.6) | 24.0 (9.2) | 21.2 (9.3) | |
Median (IQR) | 19.0 (12.0 - 25.0) | 24.5 (22.0 - 28.8) | 22.0 (14.0 - 27.0) | |
Range | 2.0 - 41.0 | 4.0 - 43.0 | 2.0 - 43.0 | |
Missing | 141 | 167 | 308 |
3.4 Type and outcomes of interventions within 45 days
3.5 Actions
Characteristic | Study assignment | Overall, N = 791 | |
---|---|---|---|
Case, N = 411 | Control, N = 381 | ||
Chart/labs/medical documentation reviewed and/or updated | 31 (75.6%) | 33 (86.8%) | 64 (81.0%) |
education tools or material provided | 1 (2.44%) | 0 (0%) | 1 (1.27%) |
financial/ insurance counseling provided | 1 (2.44%) | 0 (0%) | 1 (1.27%) |
Medication reconciliation performed | 1 (2.44%) | 5 (13.2%) | 6 (7.59%) |
Patient Counseling provided | 30 (73.2%) | 24 (63.2%) | 54 (68.4%) |
prescriber contacted - no recommendation made | 5 (12.2%) | 6 (15.8%) | 11 (13.9%) |
Referred for clinic appointment or internal provider | 1 (2.44%) | 0 (0%) | 1 (1.27%) |
[Zero selected] | 0 (0%) | 2 (5.26%) | 2 (2.53%) |
1 n (%) |
Characteristic | N | Study assignment | Overall, N = 1741 | |
---|---|---|---|---|
Case, N = 931 | Control, N = 811 | |||
Action | 174 | |||
Chart/labs/medical documentation reviewed and/or updated | 35 (37.6%) | 40 (49.4%) | 75 (43.1%) | |
Patient Counseling provided | 46 (49.5%) | 29 (35.8%) | 75 (43.1%) | |
prescriber contacted - no recommendation made | 8 (8.60%) | 7 (8.64%) | 15 (8.62%) | |
Medication reconciliation performed | 1 (1.08%) | 5 (6.17%) | 6 (3.45%) | |
education tools or material provided | 1 (1.08%) | 0 (0%) | 1 (0.57%) | |
financial/ insurance counseling provided | 1 (1.08%) | 0 (0%) | 1 (0.57%) | |
Referred for clinic appointment or internal provider | 1 (1.08%) | 0 (0%) | 1 (0.57%) | |
1 n (%) |
Characteristic | Study assignment | Overall, N = 791 | |
---|---|---|---|
Case, N = 411 | Control, N = 381 | ||
Number of observations (rows) | |||
1 | 29 (70.7%) | 30 (78.9%) | 59 (74.7%) |
2 | 10 (24.4%) | 6 (15.8%) | 16 (20.3%) |
3 | 0 (0%) | 2 (5.26%) | 2 (2.53%) |
4 | 1 (2.44%) | 0 (0%) | 1 (1.27%) |
6 | 1 (2.44%) | 0 (0%) | 1 (1.27%) |
No selections made across all observations | 0 (0%) | 2 (5.26%) | 2 (2.53%) |
Number of selections made | |||
0 | 0 (0%) | 2 (5.26%) | 2 (2.53%) |
1 | 14 (34.1%) | 12 (31.6%) | 26 (32.9%) |
2 | 17 (41.5%) | 14 (36.8%) | 31 (39.2%) |
3 | 5 (12.2%) | 4 (10.5%) | 9 (11.4%) |
4 | 3 (7.32%) | 2 (5.26%) | 5 (6.33%) |
5 | 0 (0%) | 3 (7.89%) | 3 (3.80%) |
6 | 0 (0%) | 1 (2.63%) | 1 (1.27%) |
8 | 1 (2.44%) | 0 (0%) | 1 (1.27%) |
10 | 1 (2.44%) | 0 (0%) | 1 (1.27%) |
Number of unique selections made | |||
0 | 0 (0%) | 2 (5.26%) | 2 (2.53%) |
1 | 17 (41.5%) | 13 (34.2%) | 30 (38.0%) |
2 | 19 (46.3%) | 15 (39.5%) | 34 (43.0%) |
3 | 5 (12.2%) | 7 (18.4%) | 12 (15.2%) |
4 | 0 (0%) | 1 (2.63%) | 1 (1.27%) |
1 n (%) |
3.6 Intervention outcomes
Characteristic | Assignment | Overall, N = 791 | |
---|---|---|---|
Case, N = 411 | Control, N = 381 | ||
identified issue resolved | 37 (90.2%) | 31 (81.6%) | 68 (86.1%) |
identified issue unresolved | 3 (7.32%) | 6 (15.8%) | 9 (11.4%) |
Adjunct therapy started | 4 (9.76%) | 0 (0%) | 4 (5.06%) |
follow up care scheduled (lab/appointment) | 2 (4.88%) | 2 (5.26%) | 4 (5.06%) |
medication administration held | 2 (4.88%) | 2 (5.26%) | 4 (5.06%) |
dosage adjustment made | 0 (0%) | 1 (2.63%) | 1 (1.27%) |
[Zero selected] | 0 (0%) | 2 (5.26%) | 2 (2.53%) |
1 n (%) |
Characteristic | N | Assignment | Overall, N = 1151 | |
---|---|---|---|---|
Case, N = 641 | Control, N = 511 | |||
Outcome intervention | 115 | |||
identified issue resolved | 51 (79.7%) | 38 (74.5%) | 89 (77.4%) | |
identified issue unresolved | 3 (4.69%) | 6 (11.8%) | 9 (7.83%) | |
Adjunct therapy started | 5 (7.81%) | 0 (0%) | 5 (4.35%) | |
follow up care scheduled (lab/appointment) | 2 (3.13%) | 2 (3.92%) | 4 (3.48%) | |
medication administration held | 2 (3.13%) | 2 (3.92%) | 4 (3.48%) | |
[Zero selected] | 1 (1.56%) | 2 (3.92%) | 3 (2.61%) | |
dosage adjustment made | 0 (0%) | 1 (1.96%) | 1 (0.87%) | |
1 n (%) |
Characteristic | Assignment | Overall, N = 1071 | |
---|---|---|---|
Case, N = 591 | Control, N = 481 | ||
identified issue resolved | 51 (86.4%) | 38 (79.2%) | 89 (83.2%) |
identified issue unresolved | 3 (5.08%) | 6 (12.5%) | 9 (8.41%) |
Adjunct therapy started | 5 (8.47%) | 0 (0%) | 5 (4.67%) |
follow up care scheduled (lab/appointment) | 2 (3.39%) | 2 (4.17%) | 4 (3.74%) |
medication administration held | 2 (3.39%) | 2 (4.17%) | 4 (3.74%) |
dosage adjustment made | 0 (0%) | 1 (2.08%) | 1 (0.93%) |
[Zero selected] | 1 (1.69%) | 2 (4.17%) | 3 (2.80%) |
1 n (%) |
3.7 Category for alert
Characteristic | N | Assignment | Overall, N = 1451 | |
---|---|---|---|---|
Case, N = 771 | Control, N = 681 | |||
Category for alert | 145 | |||
Adverse event/toxicity | 59 (76.6%) | 48 (70.6%) | 107 (73.8%) | |
Adherence | 7 (9.09%) | 8 (11.8%) | 15 (10.3%) | |
Medication reconciliation/interaction | 3 (3.90%) | 7 (10.3%) | 10 (6.90%) | |
Drug admin/dosing question | 4 (5.19%) | 1 (1.47%) | 5 (3.45%) | |
ED/hospitalization/urgent care visit | 2 (2.60%) | 3 (4.41%) | 5 (3.45%) | |
Coordination of care | 2 (2.60%) | 1 (1.47%) | 3 (2.07%) | |
1 n (%) |
Characteristic | Assignment | Overall, N = 791 | |
---|---|---|---|
Case, N = 411 | Control, N = 381 | ||
Adverse event/toxicity | |||
Yes | 41 (100.0%) | 38 (100.0%) | 79 (100.0%) |
Adherence | 6 (14.6%) | 7 (18.4%) | 13 (16.5%) |
Medication reconciliation/interaction | 3 (7.32%) | 6 (15.8%) | 9 (11.4%) |
Drug admin/dosing question | 4 (9.76%) | 1 (2.63%) | 5 (6.33%) |
ED/hospitalization/urgent care visit | 2 (4.88%) | 3 (7.89%) | 5 (6.33%) |
Coordination of care | 2 (4.88%) | 1 (2.63%) | 3 (3.80%) |
1 n (%) |
Characteristic | Assignment | Overall, N = 1071 | |
---|---|---|---|
Case, N = 591 | Control, N = 481 | ||
Adverse event/toxicity | |||
Yes | 59 (100.0%) | 48 (100.0%) | 107 (100.0%) |
Adherence | 7 (11.9%) | 8 (16.7%) | 15 (14.0%) |
Medication reconciliation/interaction | 3 (5.08%) | 7 (14.6%) | 10 (9.35%) |
Drug admin/dosing question | 4 (6.78%) | 1 (2.08%) | 5 (4.67%) |
ED/hospitalization/urgent care visit | 2 (3.39%) | 3 (6.25%) | 5 (4.67%) |
Coordination of care | 2 (3.39%) | 1 (2.08%) | 3 (2.80%) |
1 n (%) |
4 Analysis
ITT is the entire cohort, comparing those randomized to treatment vs those randomized to usual care
mITT is the entire cohort, comparing those who responded vs those who did not
Per protocol is case responders and all controls, comparing those who responded vs those who did not
4.1 Time to intervention
Cox Proportional Hazards Regression: results are presented on hazard ratio (HR) scale. For a HR of 2.0 (group A vs group B), the interpretation would be: Patients in group A are two times more likely to receive their initial pharmacist (or AE) intervention as compared to group B.
Censoring
Patients are censored if they do not have an AE intervention within 45 days of dispense date.
Time to event
The event is calculated as time from date of dispense to first AE intervention date.
Characteristic | N | PharmD Intervention | Overall, N = 3871 | |
---|---|---|---|---|
No, N = 3081 | Yes, N = 791 | |||
Questionnaire response | 387 | |||
Yes | 53 (17.2%) | 32 (40.5%) | 85 (22.0%) | |
No | 255 (82.8%) | 47 (59.5%) | 302 (78.0%) | |
Sex | 387 | |||
Female | 128 (41.6%) | 32 (40.5%) | 160 (41.3%) | |
Male | 180 (58.4%) | 47 (59.5%) | 227 (58.7%) | |
Age group | 387 | |||
< 60 | 102 (33.1%) | 18 (22.8%) | 120 (31.0%) | |
>= 60 | 206 (66.9%) | 61 (77.2%) | 267 (69.0%) | |
Charlson Comorbidity Index Score | 387 | |||
Mean (SD) | 7.1 (2.7) | 7.0 (2.8) | 7.1 (2.7) | |
Median (IQR) | 7.0 (5.0 - 9.0) | 7.0 (4.5 - 9.0) | 7.0 (5.0 - 9.0) | |
Range | 0.0 - 16.0 | 2.0 - 15.0 | 0.0 - 16.0 | |
tte_ae | 387 | |||
Mean (SD) | 45.0 (0.0) | 21.2 (9.3) | 40.1 (10.5) | |
Median (IQR) | 45.0 (45.0 - 45.0) | 22.0 (14.0 - 27.0) | 45.0 (45.0 - 45.0) | |
Range | 45.0 - 45.0 | 2.0 - 43.0 | 2.0 - 45.0 | |
Time from counseling to first AE intervention | 79 | |||
Mean (SD) | NA (NA) | 21.2 (9.3) | 21.2 (9.3) | |
Median (IQR) | NA (NA - NA) | 22.0 (14.0 - 27.0) | 22.0 (14.0 - 27.0) | |
Range | Inf - -Inf | 2.0 - 43.0 | 2.0 - 43.0 | |
Missing | 308 | 0 | 308 | |
Drug class category | 387 | |||
Anti-androgens/hormone receptor antagonists | 96 (31.2%) | 33 (41.8%) | 129 (33.3%) | |
Anti-neoplastic agents | 212 (68.8%) | 46 (58.2%) | 258 (66.7%) | |
Diagnosis category | 387 | |||
Breast | 53 (17.2%) | 9 (11.4%) | 62 (16.0%) | |
Central nervous system | 37 (12.0%) | 7 (8.86%) | 44 (11.4%) | |
GI | 47 (15.3%) | 11 (13.9%) | 58 (15.0%) | |
GU | 125 (40.6%) | 39 (49.4%) | 164 (42.4%) | |
GYN | 4 (1.30%) | 1 (1.27%) | 5 (1.29%) | |
Head/neck | 8 (2.60%) | 1 (1.27%) | 9 (2.33%) | |
Lung | 16 (5.19%) | 3 (3.80%) | 19 (4.91%) | |
Melanoma/sarcoma | 18 (5.84%) | 8 (10.1%) | 26 (6.72%) | |
What is the patient's cancer stage? | 387 | |||
stage I | 15 (4.87%) | 2 (2.53%) | 17 (4.39%) | |
stage II | 34 (11.0%) | 15 (19.0%) | 49 (12.7%) | |
stage III | 53 (17.2%) | 13 (16.5%) | 66 (17.1%) | |
stage IV | 202 (65.6%) | 47 (59.5%) | 249 (64.3%) | |
staging not available | 4 (1.30%) | 2 (2.53%) | 6 (1.55%) | |
1 n (%) |
[![](figures/ae_km.png)](figures/ae_km.png)
Characteristic | N | HR1 | 95% CI1 | p-value |
---|---|---|---|---|
Study assignment | 387 | |||
Case | — | — | ||
Control | 0.77 | 0.50, 1.20 | 0.2 | |
Sex | 387 | |||
Female | — | — | ||
Male | 1.02 | 0.65, 1.61 | >0.9 | |
Age group | 387 | |||
< 60 | — | — | ||
>= 60 | 1.60 | 0.95, 2.71 | 0.079 | |
Charlson Comorbidity Index Score | 387 | 0.99 | 0.91, 1.07 | 0.7 |
Drug class category | 387 | |||
Anti-androgens/hormone receptor antagonists | — | — | ||
Anti-neoplastic agents | 0.67 | 0.43, 1.04 | 0.075 | |
Diagnosis category | 387 | |||
Breast | — | — | ||
Central nervous system | 1.15 | 0.43, 3.10 | 0.8 | |
GI | 1.39 | 0.58, 3.35 | 0.5 | |
GU | 1.71 | 0.83, 3.54 | 0.14 | |
GYN | 1.39 | 0.18, 11.0 | 0.8 | |
Head/neck | 0.77 | 0.10, 6.07 | 0.8 | |
Lung | 1.08 | 0.29, 3.99 | >0.9 | |
Melanoma/sarcoma | 2.37 | 0.91, 6.14 | 0.076 | |
What is the patient's cancer stage? | 387 | |||
stage I | — | — | ||
stage II | 3.07 | 0.70, 13.4 | 0.14 | |
stage III | 1.76 | 0.40, 7.80 | 0.5 | |
stage IV | 1.69 | 0.41, 6.95 | 0.5 | |
staging not available | 3.11 | 0.44, 22.1 | 0.3 | |
Questionnaire response | 387 | |||
Yes | — | — | ||
No | 0.33 | 0.21, 0.52 | <0.001 | |
1 HR = Hazard Ratio, CI = Confidence Interval |
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Treatment assignment | Case vs. Control | 1.239 | 0.792 | 1.938 | 1 | 0.347 |
Charlson index | 9 vs. 5 | 0.814 | 0.559 | 1.184 | 1 | 0.281 |
Sex | Female vs. Male | 1.359 | 0.746 | 2.475 | 1 | 0.316 |
Age group | < 60 vs. >= 60 | 0.583 | 0.318 | 1.067 | 1 | 0.080 |
Medication category | Anti-androgens/hormone receptor antagonists vs. Anti-neoplastic agents | 1.574 | 0.851 | 2.910 | 1 | 0.148 |
Cox Proportional Hazards Model
cph(formula = Surv(tte_ae, event_ae) ~ assignment + charlson + r_sex + r_age_group + med_recat, data = oa)
Model Tests | Discrimination Indexes |
|
---|---|---|
Obs 387 | LR χ2 8.61 | R2 0.024 |
Events 79 | d.f. 5 | R25,387 0.009 |
Center -0.5881 | Pr(>χ2) 0.1255 | R25,79 0.045 |
Score χ2 8.45 | Dxy 0.201 | |
Pr(>χ2) 0.1332 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
assignment=Control | -0.2145 | 0.2282 | -0.94 | 0.3472 |
charlson | -0.0515 | 0.0478 | -1.08 | 0.2810 |
r_sex=Male | -0.3068 | 0.3057 | -1.00 | 0.3156 |
r_age_group=≥ 60 | 0.5399 | 0.3087 | 1.75 | 0.0804 |
med_recat=Anti-neoplastic agents | -0.4536 | 0.3136 | -1.45 | 0.1480 |
Censoring
Patients are censored if they do not have an AE intervention within 45 days of dispense date.
Time to event
The event is calculated as time from date of dispense to first AE intervention date.
Characteristic | N | PharmD Intervention | Overall, N = 3871 | |
---|---|---|---|---|
No, N = 3081 | Yes, N = 791 | |||
Questionnaire response | 387 | |||
Yes | 53 (17.2%) | 32 (40.5%) | 85 (22.0%) | |
No | 255 (82.8%) | 47 (59.5%) | 302 (78.0%) | |
Sex | 387 | |||
Female | 128 (41.6%) | 32 (40.5%) | 160 (41.3%) | |
Male | 180 (58.4%) | 47 (59.5%) | 227 (58.7%) | |
Age group | 387 | |||
< 60 | 102 (33.1%) | 18 (22.8%) | 120 (31.0%) | |
>= 60 | 206 (66.9%) | 61 (77.2%) | 267 (69.0%) | |
Charlson Comorbidity Index Score | 387 | |||
Mean (SD) | 7.1 (2.7) | 7.0 (2.8) | 7.1 (2.7) | |
Median (IQR) | 7.0 (5.0 - 9.0) | 7.0 (4.5 - 9.0) | 7.0 (5.0 - 9.0) | |
Range | 0.0 - 16.0 | 2.0 - 15.0 | 0.0 - 16.0 | |
tte_ae | 387 | |||
Mean (SD) | 45.0 (0.0) | 21.2 (9.3) | 40.1 (10.5) | |
Median (IQR) | 45.0 (45.0 - 45.0) | 22.0 (14.0 - 27.0) | 45.0 (45.0 - 45.0) | |
Range | 45.0 - 45.0 | 2.0 - 43.0 | 2.0 - 45.0 | |
Time from counseling to first AE intervention | 79 | |||
Mean (SD) | NA (NA) | 21.2 (9.3) | 21.2 (9.3) | |
Median (IQR) | NA (NA - NA) | 22.0 (14.0 - 27.0) | 22.0 (14.0 - 27.0) | |
Range | Inf - -Inf | 2.0 - 43.0 | 2.0 - 43.0 | |
Missing | 308 | 0 | 308 | |
Drug class category | 387 | |||
Anti-androgens/hormone receptor antagonists | 96 (31.2%) | 33 (41.8%) | 129 (33.3%) | |
Anti-neoplastic agents | 212 (68.8%) | 46 (58.2%) | 258 (66.7%) | |
Diagnosis category | 387 | |||
Breast | 53 (17.2%) | 9 (11.4%) | 62 (16.0%) | |
Central nervous system | 37 (12.0%) | 7 (8.86%) | 44 (11.4%) | |
GI | 47 (15.3%) | 11 (13.9%) | 58 (15.0%) | |
GU | 125 (40.6%) | 39 (49.4%) | 164 (42.4%) | |
GYN | 4 (1.30%) | 1 (1.27%) | 5 (1.29%) | |
Head/neck | 8 (2.60%) | 1 (1.27%) | 9 (2.33%) | |
Lung | 16 (5.19%) | 3 (3.80%) | 19 (4.91%) | |
Melanoma/sarcoma | 18 (5.84%) | 8 (10.1%) | 26 (6.72%) | |
What is the patient's cancer stage? | 387 | |||
stage I | 15 (4.87%) | 2 (2.53%) | 17 (4.39%) | |
stage II | 34 (11.0%) | 15 (19.0%) | 49 (12.7%) | |
stage III | 53 (17.2%) | 13 (16.5%) | 66 (17.1%) | |
stage IV | 202 (65.6%) | 47 (59.5%) | 249 (64.3%) | |
staging not available | 4 (1.30%) | 2 (2.53%) | 6 (1.55%) | |
1 n (%) |
Characteristic | N | HR1 | 95% CI1 | p-value |
---|---|---|---|---|
Study assignment | 387 | |||
Case | — | — | ||
Control | 0.77 | 0.50, 1.20 | 0.2 | |
Sex | 387 | |||
Female | — | — | ||
Male | 1.02 | 0.65, 1.61 | >0.9 | |
Age group | 387 | |||
< 60 | — | — | ||
>= 60 | 1.60 | 0.95, 2.71 | 0.079 | |
Charlson Comorbidity Index Score | 387 | 0.99 | 0.91, 1.07 | 0.7 |
Drug class category | 387 | |||
Anti-androgens/hormone receptor antagonists | — | — | ||
Anti-neoplastic agents | 0.67 | 0.43, 1.04 | 0.075 | |
Diagnosis category | 387 | |||
Breast | — | — | ||
Central nervous system | 1.15 | 0.43, 3.10 | 0.8 | |
GI | 1.39 | 0.58, 3.35 | 0.5 | |
GU | 1.71 | 0.83, 3.54 | 0.14 | |
GYN | 1.39 | 0.18, 11.0 | 0.8 | |
Head/neck | 0.77 | 0.10, 6.07 | 0.8 | |
Lung | 1.08 | 0.29, 3.99 | >0.9 | |
Melanoma/sarcoma | 2.37 | 0.91, 6.14 | 0.076 | |
What is the patient's cancer stage? | 387 | |||
stage I | — | — | ||
stage II | 3.07 | 0.70, 13.4 | 0.14 | |
stage III | 1.76 | 0.40, 7.80 | 0.5 | |
stage IV | 1.69 | 0.41, 6.95 | 0.5 | |
staging not available | 3.11 | 0.44, 22.1 | 0.3 | |
Questionnaire response | 387 | |||
Yes | — | — | ||
No | 0.33 | 0.21, 0.52 | <0.001 | |
1 HR = Hazard Ratio, CI = Confidence Interval |
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Questionnaire response | Yes vs. No | 2.867 | 1.787 | 4.602 | 1 | <0.001 |
Charlson index | 9 vs. 5 | 0.885 | 0.604 | 1.299 | 1 | 0.533 |
Sex | Female vs. Male | 1.403 | 0.767 | 2.566 | 1 | 0.272 |
Age group | < 60 vs. >= 60 | 0.599 | 0.325 | 1.103 | 1 | 0.100 |
Medication category | Anti-androgens/hormone receptor antagonists vs. Anti-neoplastic agents | 1.286 | 0.684 | 2.420 | 1 | 0.435 |
Cox Proportional Hazards Model
cph(formula = Surv(tte_ae, event_ae) ~ questionnaire_response + charlson + r_sex + r_age_group + med_recat, data = oa)
Model Tests | Discrimination Indexes |
|
---|---|---|
Obs 387 | LR χ2 25.26 | R2 0.070 |
Events 79 | d.f. 5 | R25,387 0.051 |
Center -1.0504 | Pr(>χ2) 0.0001 | R25,79 0.226 |
Score χ2 29.69 | Dxy 0.322 | |
Pr(>χ2) 0.0000 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
questionnaire_response=No | -1.0534 | 0.2413 | -4.37 | <0.0001 |
charlson | -0.0304 | 0.0489 | -0.62 | 0.5332 |
r_sex=Male | -0.3386 | 0.3080 | -1.10 | 0.2716 |
r_age_group=≥ 60 | 0.5125 | 0.3117 | 1.64 | 0.1002 |
med_recat=Anti-neoplastic agents | -0.2519 | 0.3224 | -0.78 | 0.4346 |
Censoring
Patients are censored if they do not have an AE intervention within 45 days of dispense date.
Time to event
The event is calculated as time from date of dispense to first AE intervention date.
Characteristic | N | PharmD Intervention | Overall, N = 2901 | |
---|---|---|---|---|
No, N = 2201 | Yes, N = 701 | |||
Questionnaire response | 290 | |||
Yes | 53 (24.1%) | 32 (45.7%) | 85 (29.3%) | |
No | 167 (75.9%) | 38 (54.3%) | 205 (70.7%) | |
Sex | 290 | |||
Female | 87 (39.5%) | 28 (40.0%) | 115 (39.7%) | |
Male | 133 (60.5%) | 42 (60.0%) | 175 (60.3%) | |
Age group | 290 | |||
< 60 | 68 (30.9%) | 17 (24.3%) | 85 (29.3%) | |
>= 60 | 152 (69.1%) | 53 (75.7%) | 205 (70.7%) | |
Charlson Comorbidity Index Score | 290 | |||
Mean (SD) | 7.1 (2.7) | 7.1 (2.8) | 7.1 (2.7) | |
Median (IQR) | 7.0 (5.0 - 9.0) | 7.0 (5.0 - 9.8) | 7.0 (5.0 - 9.0) | |
Range | 0.0 - 14.0 | 2.0 - 15.0 | 0.0 - 15.0 | |
tte_ae | 290 | |||
Mean (SD) | 45.0 (0.0) | 21.0 (9.4) | 39.2 (11.3) | |
Median (IQR) | 45.0 (45.0 - 45.0) | 22.0 (13.3 - 27.0) | 45.0 (45.0 - 45.0) | |
Range | 45.0 - 45.0 | 2.0 - 43.0 | 2.0 - 45.0 | |
Time from counseling to first AE intervention | 70 | |||
Mean (SD) | NA (NA) | 21.0 (9.4) | 21.0 (9.4) | |
Median (IQR) | NA (NA - NA) | 22.0 (13.3 - 27.0) | 22.0 (13.3 - 27.0) | |
Range | Inf - -Inf | 2.0 - 43.0 | 2.0 - 43.0 | |
Missing | 220 | 0 | 220 | |
Drug class category | 290 | |||
Anti-androgens/hormone receptor antagonists | 74 (33.6%) | 29 (41.4%) | 103 (35.5%) | |
Anti-neoplastic agents | 146 (66.4%) | 41 (58.6%) | 187 (64.5%) | |
Diagnosis category | 290 | |||
Breast | 34 (15.5%) | 7 (10.0%) | 41 (14.1%) | |
Central nervous system | 24 (10.9%) | 6 (8.57%) | 30 (10.3%) | |
GI | 37 (16.8%) | 10 (14.3%) | 47 (16.2%) | |
GU | 94 (42.7%) | 34 (48.6%) | 128 (44.1%) | |
GYN | 3 (1.36%) | 1 (1.43%) | 4 (1.38%) | |
Head/neck | 6 (2.73%) | 1 (1.43%) | 7 (2.41%) | |
Lung | 13 (5.91%) | 3 (4.29%) | 16 (5.52%) | |
Melanoma/sarcoma | 9 (4.09%) | 8 (11.4%) | 17 (5.86%) | |
What is the patient's cancer stage? | 290 | |||
stage I | 11 (5.00%) | 0 (0%) | 11 (3.79%) | |
stage II | 26 (11.8%) | 13 (18.6%) | 39 (13.4%) | |
stage III | 35 (15.9%) | 11 (15.7%) | 46 (15.9%) | |
stage IV | 145 (65.9%) | 44 (62.9%) | 189 (65.2%) | |
staging not available | 3 (1.36%) | 2 (2.86%) | 5 (1.72%) | |
1 n (%) |
[![](figures/qr_km.png)](figures/qr_km.png)
Characteristic | N | HR1 | 95% CI1 | p-value |
---|---|---|---|---|
Questionnaire response | 290 | |||
Yes | — | — | ||
No | 0.40 | 0.25, 0.65 | <0.001 | |
Sex | 290 | |||
Female | — | — | ||
Male | 0.97 | 0.60, 1.57 | >0.9 | |
Age group | 290 | |||
< 60 | — | — | ||
>= 60 | 1.35 | 0.78, 2.33 | 0.3 | |
Charlson Comorbidity Index Score | 290 | 0.99 | 0.91, 1.08 | 0.9 |
Drug class category | 290 | |||
Anti-androgens/hormone receptor antagonists | — | — | ||
Anti-neoplastic agents | 0.74 | 0.46, 1.20 | 0.2 | |
Diagnosis category | 290 | |||
Breast | — | — | ||
Central nervous system | 1.26 | 0.42, 3.76 | 0.7 | |
GI | 1.32 | 0.50, 3.46 | 0.6 | |
GU | 1.64 | 0.73, 3.69 | 0.2 | |
GYN | 1.49 | 0.18, 12.1 | 0.7 | |
Head/neck | 0.84 | 0.10, 6.87 | 0.9 | |
Lung | 1.09 | 0.28, 4.20 | >0.9 | |
Melanoma/sarcoma | 3.39 | 1.23, 9.34 | 0.018 | |
1 HR = Hazard Ratio, CI = Confidence Interval |
Cancer stage model does not converge
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Questionnaire response | Yes vs. No | 2.463 | 1.500 | 4.046 | 1 | <0.001 |
Charlson index | 9 vs. 5 | 0.991 | 0.656 | 1.496 | 1 | 0.965 |
Sex | Female vs. Male | 1.405 | 0.742 | 2.661 | 1 | 0.296 |
Age group | < 60 vs. >= 60 | 0.736 | 0.390 | 1.390 | 1 | 0.345 |
Medication category | Anti-androgens/hormone receptor antagonists vs. Anti-neoplastic agents | 1.234 | 0.634 | 2.403 | 1 | 0.536 |
Cox Proportional Hazards Model
cph(formula = Surv(tte_ae, event_ae) ~ questionnaire_response + charlson + r_sex + r_age_group + med_recat, data = oa %>% filter(per_protocol == "Yes"))
Model Tests | Discrimination Indexes |
|
---|---|---|
Obs 290 | LR χ2 15.74 | R2 0.057 |
Events 70 | d.f. 5 | R25,290 0.036 |
Center -0.778 | Pr(>χ2) 0.0076 | R25,70 0.142 |
Score χ2 17.39 | Dxy 0.272 | |
Pr(>χ2) 0.0038 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
questionnaire_response=No | -0.9016 | 0.2531 | -3.56 | 0.0004 |
charlson | -0.0023 | 0.0525 | -0.04 | 0.9654 |
r_sex=Male | -0.3403 | 0.3256 | -1.05 | 0.2960 |
r_age_group=≥ 60 | 0.3063 | 0.3243 | 0.94 | 0.3449 |
med_recat=Anti-neoplastic agents | -0.2102 | 0.3400 | -0.62 | 0.5363 |
4.2 Number of interventions
Proportional Odds Logistic Regression: results are presented on odds ratio (OR) scale. For an OR of 2.0 (group A vs group B), the interpretation would be: Patients in group A are two times more likely to have a higher number of pharmacist (or AE) interventions as compared to group B.
Characteristic | N | Questionnaire response | p-value2 | Overall, N = 3871 | |
---|---|---|---|---|---|
Case, N = 1821 | Control, N = 2051 | ||||
Number of AE interventions | 387 | 0.306 | |||
0 | 141 (77.5%) | 167 (81.5%) | 308 (79.6%) | ||
1 | 29 (15.9%) | 30 (14.6%) | 59 (15.2%) | ||
2 | 10 (5.49%) | 6 (2.93%) | 16 (4.13%) | ||
3 | 0 (0%) | 2 (0.98%) | 2 (0.52%) | ||
4 | 1 (0.55%) | 0 (0%) | 1 (0.26%) | ||
6 | 1 (0.55%) | 0 (0%) | 1 (0.26%) | ||
Number of AE interventions (categorized) | 387 | 0.587 | |||
0 | 141 (77.5%) | 167 (81.5%) | 308 (79.6%) | ||
1 | 29 (15.9%) | 30 (14.6%) | 59 (15.2%) | ||
2 | 10 (5.49%) | 6 (2.93%) | 16 (4.13%) | ||
3 or more | 2 (1.10%) | 2 (0.98%) | 4 (1.03%) | ||
Any AE intervention | 387 | 0.331 | |||
No | 141 (77.5%) | 167 (81.5%) | 308 (79.6%) | ||
Yes | 41 (22.5%) | 38 (18.5%) | 79 (20.4%) | ||
1 n (%) | |||||
2 Fisher’s exact test; Pearson’s Chi-squared test |
Row-wise percentages
Characteristic | N | AE Interventions | Overall, N = 3871 | |||
---|---|---|---|---|---|---|
0, N = 3081 | 1, N = 591 | 2, N = 161 | 3 or more, N = 41 | |||
Study assignment | 387 | |||||
Case | 141 (77.5%) | 29 (15.9%) | 10 (5.49%) | 2 (1.10%) | 182 (100.0%) | |
Control | 167 (81.5%) | 30 (14.6%) | 6 (2.93%) | 2 (0.98%) | 205 (100.0%) | |
Sex | 387 | |||||
Female | 128 (80.0%) | 20 (12.5%) | 9 (5.63%) | 3 (1.88%) | 160 (100.0%) | |
Male | 180 (79.3%) | 39 (17.2%) | 7 (3.08%) | 1 (0.44%) | 227 (100.0%) | |
Age group | 387 | |||||
< 60 | 102 (85.0%) | 12 (10.0%) | 4 (3.33%) | 2 (1.67%) | 120 (100.0%) | |
>= 60 | 206 (77.2%) | 47 (17.6%) | 12 (4.49%) | 2 (0.75%) | 267 (100.0%) | |
Charlson Comorbidity Index Score | 387 | |||||
Mean (SD) | 7.1 (2.7) | 6.8 (2.7) | 7.5 (3.3) | 8.0 (3.4) | 7.1 (2.7) | |
Median (IQR) | 7.0 (5.0 - 9.0) | 7.0 (4.0 - 9.0) | 7.5 (5.0 - 10.0) | 8.0 (6.3 - 9.8) | 7.0 (5.0 - 9.0) | |
Range | 0.0 - 16.0 | 2.0 - 12.0 | 2.0 - 15.0 | 4.0 - 12.0 | 0.0 - 16.0 | |
Drug class category | 387 | |||||
Anti-androgens/hormone receptor antagonists | 96 (74.4%) | 28 (21.7%) | 5 (3.88%) | 0 (0%) | 129 (100.0%) | |
Anti-neoplastic agents | 212 (82.2%) | 31 (12.0%) | 11 (4.26%) | 4 (1.55%) | 258 (100.0%) | |
Diagnosis category | 387 | |||||
Breast | 53 (85.5%) | 6 (9.68%) | 2 (3.23%) | 1 (1.61%) | 62 (100.0%) | |
Central nervous system | 37 (84.1%) | 5 (11.4%) | 2 (4.55%) | 0 (0%) | 44 (100.0%) | |
GI | 47 (81.0%) | 6 (10.3%) | 3 (5.17%) | 2 (3.45%) | 58 (100.0%) | |
GU | 125 (76.2%) | 33 (20.1%) | 5 (3.05%) | 1 (0.61%) | 164 (100.0%) | |
GYN | 4 (80.0%) | 1 (20.0%) | 0 (0%) | 0 (0%) | 5 (100.0%) | |
Head/neck | 8 (88.9%) | 1 (11.1%) | 0 (0%) | 0 (0%) | 9 (100.0%) | |
Lung | 16 (84.2%) | 3 (15.8%) | 0 (0%) | 0 (0%) | 19 (100.0%) | |
Melanoma/sarcoma | 18 (69.2%) | 4 (15.4%) | 4 (15.4%) | 0 (0%) | 26 (100.0%) | |
What is the patient's cancer stage? | 387 | |||||
stage I | 15 (88.2%) | 2 (11.8%) | 0 (0%) | 0 (0%) | 17 (100.0%) | |
stage II | 34 (69.4%) | 12 (24.5%) | 3 (6.12%) | 0 (0%) | 49 (100.0%) | |
stage III | 53 (80.3%) | 11 (16.7%) | 1 (1.52%) | 1 (1.52%) | 66 (100.0%) | |
stage IV | 202 (81.1%) | 32 (12.9%) | 12 (4.82%) | 3 (1.20%) | 249 (100.0%) | |
staging not available | 4 (66.7%) | 2 (33.3%) | 0 (0%) | 0 (0%) | 6 (100.0%) | |
1 n (%) |
Characteristic | N | OR1 | 95% CI1 | p-value |
---|---|---|---|---|
Questionnaire response | 387 | |||
Yes | — | — | ||
No | 0.30 | 0.17, 0.51 | <0.001 | |
Sex | 387 | |||
Female | — | — | ||
Male | 0.99 | 0.60, 1.64 | >0.9 | |
Age group | 387 | |||
< 60 | — | — | ||
>= 60 | 1.63 | 0.93, 2.97 | 0.10 | |
Charlson Comorbidity Index Score | 387 | 0.99 | 0.91, 1.09 | 0.8 |
Drug class category | 387 | |||
Anti-androgens/hormone receptor antagonists | — | — | ||
Anti-neoplastic agents | 0.67 | 0.41, 1.11 | 0.12 | |
Diagnosis category | 387 | |||
Breast | — | — | ||
Central nervous system | 1.10 | 0.36, 3.21 | 0.9 | |
GI | 1.43 | 0.55, 3.84 | 0.5 | |
GU | 1.75 | 0.82, 4.07 | 0.2 | |
GYN | 1.36 | 0.07, 10.2 | 0.8 | |
Head/neck | 0.70 | 0.04, 4.51 | 0.8 | |
Lung | 1.04 | 0.21, 3.94 | >0.9 | |
Melanoma/sarcoma | 2.81 | 0.93, 8.43 | 0.064 | |
cancer_stage | 387 | |||
stage II | — | — | ||
stage I | 0.30 | 0.04, 1.25 | 0.14 | |
stage III | 0.57 | 0.24, 1.32 | 0.2 | |
stage IV | 0.56 | 0.29, 1.12 | 0.089 | |
staging not available | 1.03 | 0.14, 5.35 | >0.9 | |
1 OR = Odds Ratio, CI = Confidence Interval |
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Treatment assignment | Case vs. Control | 1.245 | 0.753 | 2.058 | 1 | 0.394 |
Charlson index | 9 vs. 5 | 0.855 | 0.565 | 1.292 | 1 | 0.456 |
Sex | Female vs. Male | 1.405 | 0.731 | 2.703 | 1 | 0.308 |
Age group | < 60 vs. >= 60 | 0.599 | 0.309 | 1.162 | 1 | 0.130 |
Medication category | Anti-androgens/hormone receptor antagonists vs. Anti-neoplastic agents | 1.579 | 0.801 | 3.116 | 1 | 0.187 |
Logistic (Proportional Odds) Ordinal Regression Model
orm(formula = n_ae_interventions ~ assignment + charlson + r_sex + r_age_group + med_recat, data = oa)
Frequencies of Responses
0 1 2 3 4 6 308 59 16 2 1 1
Model Likelihood Ratio Test |
Discrimination Indexes |
Rank Discrim. Indexes |
|
---|---|---|---|
Obs 387 | LR χ2 6.87 | R2 0.024 | ρ 0.141 |
Distinct Y 6 | d.f. 5 | R25,387 0.005 | |
Y0.5 0 | Pr(>χ2) 0.2302 | R25,190.5 0.010 | |
max |∂log L/∂β| 7×10-5 | Score χ2 6.70 | |Pr(Y ≥ median)-½| 0.297 | |
Pr(>χ2) 0.2441 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
y≥1 | -0.8546 | 0.5258 | -1.63 | 0.1041 |
y≥2 | -2.4233 | 0.5564 | -4.36 | <0.0001 |
y≥3 | -4.0754 | 0.7138 | -5.71 | <0.0001 |
y≥4 | -4.7727 | 0.8714 | -5.48 | <0.0001 |
y≥6 | -5.4685 | 1.1222 | -4.87 | <0.0001 |
assignment=Control | -0.2189 | 0.2566 | -0.85 | 0.3936 |
charlson | -0.0392 | 0.0527 | -0.74 | 0.4565 |
r_sex=Male | -0.3403 | 0.3338 | -1.02 | 0.3079 |
r_age_group=≥ 60 | 0.5128 | 0.3384 | 1.52 | 0.1297 |
med_recat=Anti-neoplastic agents | -0.4570 | 0.3467 | -1.32 | 0.1874 |
Characteristic | N | Questionnaire response | p-value2 | Overall, N = 3871 | |
---|---|---|---|---|---|
Yes, N = 851 | No, N = 3021 | ||||
Number of AE interventions | 387 | <0.001 | |||
0 | 53 (62.4%) | 255 (84.4%) | 308 (79.6%) | ||
1 | 21 (24.7%) | 38 (12.6%) | 59 (15.2%) | ||
2 | 10 (11.8%) | 6 (1.99%) | 16 (4.13%) | ||
3 | 0 (0%) | 2 (0.66%) | 2 (0.52%) | ||
4 | 1 (1.18%) | 0 (0%) | 1 (0.26%) | ||
6 | 0 (0%) | 1 (0.33%) | 1 (0.26%) | ||
Number of AE interventions (categorized) | 387 | <0.001 | |||
0 | 53 (62.4%) | 255 (84.4%) | 308 (79.6%) | ||
1 | 21 (24.7%) | 38 (12.6%) | 59 (15.2%) | ||
2 | 10 (11.8%) | 6 (1.99%) | 16 (4.13%) | ||
3 or more | 1 (1.18%) | 3 (0.99%) | 4 (1.03%) | ||
Any AE intervention | 387 | <0.001 | |||
No | 53 (62.4%) | 255 (84.4%) | 308 (79.6%) | ||
Yes | 32 (37.6%) | 47 (15.6%) | 79 (20.4%) | ||
1 n (%) | |||||
2 Fisher’s exact test; Pearson’s Chi-squared test |
Row-wise percentages
Characteristic | N | AE Interventions | Overall, N = 3871 | |||
---|---|---|---|---|---|---|
0, N = 3081 | 1, N = 591 | 2, N = 161 | 3 or more, N = 41 | |||
Questionnaire response | 387 | |||||
Yes | 53 (62.4%) | 21 (24.7%) | 10 (11.8%) | 1 (1.18%) | 85 (100.0%) | |
No | 255 (84.4%) | 38 (12.6%) | 6 (1.99%) | 3 (0.99%) | 302 (100.0%) | |
Sex | 387 | |||||
Female | 128 (80.0%) | 20 (12.5%) | 9 (5.63%) | 3 (1.88%) | 160 (100.0%) | |
Male | 180 (79.3%) | 39 (17.2%) | 7 (3.08%) | 1 (0.44%) | 227 (100.0%) | |
Age group | 387 | |||||
< 60 | 102 (85.0%) | 12 (10.0%) | 4 (3.33%) | 2 (1.67%) | 120 (100.0%) | |
>= 60 | 206 (77.2%) | 47 (17.6%) | 12 (4.49%) | 2 (0.75%) | 267 (100.0%) | |
Charlson Comorbidity Index Score | 387 | |||||
Mean (SD) | 7.1 (2.7) | 6.8 (2.7) | 7.5 (3.3) | 8.0 (3.4) | 7.1 (2.7) | |
Median (IQR) | 7.0 (5.0 - 9.0) | 7.0 (4.0 - 9.0) | 7.5 (5.0 - 10.0) | 8.0 (6.3 - 9.8) | 7.0 (5.0 - 9.0) | |
Range | 0.0 - 16.0 | 2.0 - 12.0 | 2.0 - 15.0 | 4.0 - 12.0 | 0.0 - 16.0 | |
Drug class category | 387 | |||||
Anti-androgens/hormone receptor antagonists | 96 (74.4%) | 28 (21.7%) | 5 (3.88%) | 0 (0%) | 129 (100.0%) | |
Anti-neoplastic agents | 212 (82.2%) | 31 (12.0%) | 11 (4.26%) | 4 (1.55%) | 258 (100.0%) | |
Diagnosis category | 387 | |||||
Breast | 53 (85.5%) | 6 (9.68%) | 2 (3.23%) | 1 (1.61%) | 62 (100.0%) | |
Central nervous system | 37 (84.1%) | 5 (11.4%) | 2 (4.55%) | 0 (0%) | 44 (100.0%) | |
GI | 47 (81.0%) | 6 (10.3%) | 3 (5.17%) | 2 (3.45%) | 58 (100.0%) | |
GU | 125 (76.2%) | 33 (20.1%) | 5 (3.05%) | 1 (0.61%) | 164 (100.0%) | |
GYN | 4 (80.0%) | 1 (20.0%) | 0 (0%) | 0 (0%) | 5 (100.0%) | |
Head/neck | 8 (88.9%) | 1 (11.1%) | 0 (0%) | 0 (0%) | 9 (100.0%) | |
Lung | 16 (84.2%) | 3 (15.8%) | 0 (0%) | 0 (0%) | 19 (100.0%) | |
Melanoma/sarcoma | 18 (69.2%) | 4 (15.4%) | 4 (15.4%) | 0 (0%) | 26 (100.0%) | |
What is the patient's cancer stage? | 387 | |||||
stage I | 15 (88.2%) | 2 (11.8%) | 0 (0%) | 0 (0%) | 17 (100.0%) | |
stage II | 34 (69.4%) | 12 (24.5%) | 3 (6.12%) | 0 (0%) | 49 (100.0%) | |
stage III | 53 (80.3%) | 11 (16.7%) | 1 (1.52%) | 1 (1.52%) | 66 (100.0%) | |
stage IV | 202 (81.1%) | 32 (12.9%) | 12 (4.82%) | 3 (1.20%) | 249 (100.0%) | |
staging not available | 4 (66.7%) | 2 (33.3%) | 0 (0%) | 0 (0%) | 6 (100.0%) | |
1 n (%) |
Characteristic | N | OR1 | 95% CI1 | p-value |
---|---|---|---|---|
Questionnaire response | 387 | |||
Yes | — | — | ||
No | 0.30 | 0.17, 0.51 | <0.001 | |
Sex | 387 | |||
Female | — | — | ||
Male | 0.99 | 0.60, 1.64 | >0.9 | |
Age group | 387 | |||
< 60 | — | — | ||
>= 60 | 1.63 | 0.93, 2.97 | 0.10 | |
Charlson Comorbidity Index Score | 387 | 0.99 | 0.91, 1.09 | 0.8 |
Drug class category | 387 | |||
Anti-androgens/hormone receptor antagonists | — | — | ||
Anti-neoplastic agents | 0.67 | 0.41, 1.11 | 0.12 | |
Diagnosis category | 387 | |||
Breast | — | — | ||
Central nervous system | 1.10 | 0.36, 3.21 | 0.9 | |
GI | 1.43 | 0.55, 3.84 | 0.5 | |
GU | 1.75 | 0.82, 4.07 | 0.2 | |
GYN | 1.36 | 0.07, 10.2 | 0.8 | |
Head/neck | 0.70 | 0.04, 4.51 | 0.8 | |
Lung | 1.04 | 0.21, 3.94 | >0.9 | |
Melanoma/sarcoma | 2.81 | 0.93, 8.43 | 0.064 | |
cancer_stage | 387 | |||
stage II | — | — | ||
stage I | 0.30 | 0.04, 1.25 | 0.14 | |
stage III | 0.57 | 0.24, 1.32 | 0.2 | |
stage IV | 0.56 | 0.29, 1.12 | 0.089 | |
staging not available | 1.03 | 0.14, 5.35 | >0.9 | |
1 OR = Odds Ratio, CI = Confidence Interval |
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Questionnaire response | Yes vs. No | 3.310 | 1.893 | 5.786 | 1 | <0.001 |
Charlson index | 9 vs. 5 | 0.929 | 0.609 | 1.418 | 1 | 0.732 |
Sex | Female vs. Male | 1.443 | 0.744 | 2.799 | 1 | 0.278 |
Age group | < 60 vs. >= 60 | 0.607 | 0.308 | 1.198 | 1 | 0.150 |
Medication category | Anti-androgens/hormone receptor antagonists vs. Anti-neoplastic agents | 1.255 | 0.621 | 2.538 | 1 | 0.527 |
Logistic (Proportional Odds) Ordinal Regression Model
orm(formula = n_ae_interventions ~ questionnaire_response + charlson + r_sex + r_age_group + med_recat, data = oa)
Frequencies of Responses
0 1 2 3 4 6 308 59 16 2 1 1
Model Likelihood Ratio Test |
Discrimination Indexes |
Rank Discrim. Indexes |
|
---|---|---|---|
Obs 387 | LR χ2 23.18 | R2 0.079 | ρ 0.223 |
Distinct Y 6 | d.f. 5 | R25,387 0.046 | |
Y0.5 0 | Pr(>χ2) 0.0003 | R25,190.5 0.091 | |
max |∂log L/∂β| 0.003 | Score χ2 25.21 | |Pr(Y ≥ median)-½| 0.295 | |
Pr(>χ2) 0.0001 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
y≥1 | -0.3646 | 0.5451 | -0.67 | 0.5036 |
y≥2 | -1.9892 | 0.5717 | -3.48 | 0.0005 |
y≥3 | -3.6643 | 0.7254 | -5.05 | <0.0001 |
y≥4 | -4.3629 | 0.8807 | -4.95 | <0.0001 |
y≥6 | -5.0594 | 1.1293 | -4.48 | <0.0001 |
questionnaire_response=No | -1.1969 | 0.2849 | -4.20 | <0.0001 |
charlson | -0.0185 | 0.0539 | -0.34 | 0.7320 |
r_sex=Male | -0.3667 | 0.3381 | -1.08 | 0.2782 |
r_age_group=≥ 60 | 0.4990 | 0.3469 | 1.44 | 0.1502 |
med_recat=Anti-neoplastic agents | -0.2273 | 0.3593 | -0.63 | 0.5271 |
Characteristic | N | Questionnaire response | p-value2 | Overall, N = 2901 | |
---|---|---|---|---|---|
Yes, N = 851 | No, N = 2051 | ||||
Number of AE interventions | 290 | <0.001 | |||
0 | 53 (62.4%) | 167 (81.5%) | 220 (75.9%) | ||
1 | 21 (24.7%) | 30 (14.6%) | 51 (17.6%) | ||
2 | 10 (11.8%) | 6 (2.93%) | 16 (5.52%) | ||
3 | 0 (0%) | 2 (0.98%) | 2 (0.69%) | ||
4 | 1 (1.18%) | 0 (0%) | 1 (0.34%) | ||
Number of AE interventions (categorized) | 290 | 0.001 | |||
0 | 53 (62.4%) | 167 (81.5%) | 220 (75.9%) | ||
1 | 21 (24.7%) | 30 (14.6%) | 51 (17.6%) | ||
2 | 10 (11.8%) | 6 (2.93%) | 16 (5.52%) | ||
3 or more | 1 (1.18%) | 2 (0.98%) | 3 (1.03%) | ||
Any AE intervention | 290 | <0.001 | |||
No | 53 (62.4%) | 167 (81.5%) | 220 (75.9%) | ||
Yes | 32 (37.6%) | 38 (18.5%) | 70 (24.1%) | ||
1 n (%) | |||||
2 Fisher’s exact test; Pearson’s Chi-squared test |
Row-wise percentages
Characteristic | N | PharmD Interventions | Overall, N = 2901 | |||
---|---|---|---|---|---|---|
0, N = 2201 | 1, N = 511 | 2, N = 161 | 3 or more, N = 31 | |||
Questionnaire response | 290 | |||||
Yes | 53 (62.4%) | 21 (24.7%) | 10 (11.8%) | 1 (1.18%) | 85 (100.0%) | |
No | 167 (81.5%) | 30 (14.6%) | 6 (2.93%) | 2 (0.98%) | 205 (100.0%) | |
Sex | 290 | |||||
Female | 87 (75.7%) | 17 (14.8%) | 9 (7.83%) | 2 (1.74%) | 115 (100.0%) | |
Male | 133 (76.0%) | 34 (19.4%) | 7 (4.00%) | 1 (0.57%) | 175 (100.0%) | |
Age group | 290 | |||||
< 60 | 68 (80.0%) | 11 (12.9%) | 4 (4.71%) | 2 (2.35%) | 85 (100.0%) | |
>= 60 | 152 (74.1%) | 40 (19.5%) | 12 (5.85%) | 1 (0.49%) | 205 (100.0%) | |
Charlson Comorbidity Index Score | 290 | |||||
Mean (SD) | 7.1 (2.7) | 6.9 (2.7) | 7.5 (3.3) | 7.7 (4.0) | 7.1 (2.7) | |
Median (IQR) | 7.0 (5.0 - 9.0) | 7.0 (4.5 - 9.0) | 7.5 (5.0 - 10.0) | 7.0 (5.5 - 9.5) | 7.0 (5.0 - 9.0) | |
Range | 0.0 - 14.0 | 2.0 - 12.0 | 2.0 - 15.0 | 4.0 - 12.0 | 0.0 - 15.0 | |
Drug class category | 290 | |||||
Anti-androgens/hormone receptor antagonists | 74 (71.8%) | 24 (23.3%) | 5 (4.85%) | 0 (0%) | 103 (100.0%) | |
Anti-neoplastic agents | 146 (78.1%) | 27 (14.4%) | 11 (5.88%) | 3 (1.60%) | 187 (100.0%) | |
Diagnosis category | 290 | |||||
Breast | 34 (82.9%) | 4 (9.76%) | 2 (4.88%) | 1 (2.44%) | 41 (100.0%) | |
Central nervous system | 24 (80.0%) | 4 (13.3%) | 2 (6.67%) | 0 (0%) | 30 (100.0%) | |
GI | 37 (78.7%) | 6 (12.8%) | 3 (6.38%) | 1 (2.13%) | 47 (100.0%) | |
GU | 94 (73.4%) | 28 (21.9%) | 5 (3.91%) | 1 (0.78%) | 128 (100.0%) | |
GYN | 3 (75.0%) | 1 (25.0%) | 0 (0%) | 0 (0%) | 4 (100.0%) | |
Head/neck | 6 (85.7%) | 1 (14.3%) | 0 (0%) | 0 (0%) | 7 (100.0%) | |
Lung | 13 (81.3%) | 3 (18.8%) | 0 (0%) | 0 (0%) | 16 (100.0%) | |
Melanoma/sarcoma | 9 (52.9%) | 4 (23.5%) | 4 (23.5%) | 0 (0%) | 17 (100.0%) | |
What is the patient's cancer stage? | 290 | |||||
stage I | 11 (100.0%) | 0 (0%) | 0 (0%) | 0 (0%) | 11 (100.0%) | |
stage II | 26 (66.7%) | 10 (25.6%) | 3 (7.69%) | 0 (0%) | 39 (100.0%) | |
stage III | 35 (76.1%) | 9 (19.6%) | 1 (2.17%) | 1 (2.17%) | 46 (100.0%) | |
stage IV | 145 (76.7%) | 30 (15.9%) | 12 (6.35%) | 2 (1.06%) | 189 (100.0%) | |
staging not available | 3 (60.0%) | 2 (40.0%) | 0 (0%) | 0 (0%) | 5 (100.0%) | |
1 n (%) |
Characteristic | N | OR1 | 95% CI1 | p-value |
---|---|---|---|---|
Questionnaire response | 290 | |||
Yes | — | — | ||
No | 0.37 | 0.21, 0.64 | <0.001 | |
Sex | 290 | |||
Female | — | — | ||
Male | 0.92 | 0.53, 1.60 | 0.8 | |
Age group | 290 | |||
< 60 | — | — | ||
>= 60 | 1.34 | 0.74, 2.53 | 0.3 | |
Charlson Comorbidity Index Score | 290 | 1.00 | 0.91, 1.11 | >0.9 |
Drug class category | 290 | |||
Anti-androgens/hormone receptor antagonists | — | — | ||
Anti-neoplastic agents | 0.77 | 0.45, 1.33 | 0.3 | |
Diagnosis category | 290 | |||
Breast | — | — | ||
Central nervous system | 1.18 | 0.34, 3.99 | 0.8 | |
GI | 1.31 | 0.45, 3.98 | 0.6 | |
GU | 1.63 | 0.69, 4.31 | 0.3 | |
GYN | 1.43 | 0.07, 12.2 | 0.8 | |
Head/neck | 0.75 | 0.04, 5.33 | 0.8 | |
Lung | 1.02 | 0.20, 4.25 | >0.9 | |
Melanoma/sarcoma | 4.63 | 1.36, 16.4 | 0.015 | |
cancer_stage | 290 | |||
stage II | — | — | ||
stage I | -21.3 | |||
stage III | -0.45 | |||
stage IV | -0.45 | |||
staging not available | 0.14 | |||
1 OR = Odds Ratio, CI = Confidence Interval |
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Questionnaire response | Yes vs. No | 2.793 | 1.554 | 5.019 | 1 | <0.001 |
Charlson index | 9 vs. 5 | 1.059 | 0.668 | 1.677 | 1 | 0.808 |
Sex | Female vs. Male | 1.466 | 0.719 | 2.991 | 1 | 0.293 |
Age group | < 60 vs. >= 60 | 0.774 | 0.376 | 1.591 | 1 | 0.485 |
Medication category | Anti-androgens/hormone receptor antagonists vs. Anti-neoplastic agents | 1.189 | 0.559 | 2.528 | 1 | 0.653 |
Logistic (Proportional Odds) Ordinal Regression Model
orm(formula = n_ae_interventions_cat ~ questionnaire_response + charlson + r_sex + r_age_group + med_recat, data = oa %>% filter(per_protocol == "Yes"))
Frequencies of Responses
0 1 2 3 or more 220 51 16 3
Model Likelihood Ratio Test |
Discrimination Indexes |
Rank Discrim. Indexes |
|
---|---|---|---|
Obs 290 | LR χ2 14.25 | R2 0.063 | ρ 0.204 |
Distinct Y 4 | d.f. 5 | R25,290 0.031 | |
Y0.5 1 | Pr(>χ2) 0.0141 | R25,161.8 0.056 | |
max |∂log L/∂β| 0.0002 | Score χ2 14.90 | |Pr(Y ≥ median)-½| 0.258 | |
Pr(>χ2) 0.0108 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
y≥1 | -0.4167 | 0.5785 | -0.72 | 0.4714 |
y≥2 | -1.9878 | 0.6054 | -3.28 | 0.0010 |
y≥3 or more | -3.9150 | 0.8043 | -4.87 | <0.0001 |
questionnaire_response=No | -1.0272 | 0.2990 | -3.44 | 0.0006 |
charlson | 0.0143 | 0.0586 | 0.24 | 0.8078 |
r_sex=Male | -0.3826 | 0.3638 | -1.05 | 0.2930 |
r_age_group=≥ 60 | 0.2568 | 0.3681 | 0.70 | 0.4854 |
med_recat=Anti-neoplastic agents | -0.1732 | 0.3849 | -0.45 | 0.6527 |
5 90-day outcomes
Clinical outcomes assessed within 90 days of treatment initiation included healthcare utilization (hospitalization or ED visit), treatment modifications (medication change or discontinuation), and dose modification (dose change or interruption)
5.1 Outcome summaries
Characteristic | N | Study assignment | p-value2 | Overall, N = 3871 | |
---|---|---|---|---|---|
Case, N = 1821 | Control, N = 2051 | ||||
Number of Dose interruptions related to AEs | 387 | 0.064 | |||
0 | 177 (97.3%) | 191 (93.2%) | 368 (95.1%) | ||
1 | 5 (2.75%) | 14 (6.83%) | 19 (4.91%) | ||
Number of Dose changes related to AEs | 387 | 0.631 | |||
0 | 169 (92.9%) | 185 (90.2%) | 354 (91.5%) | ||
1 | 12 (6.59%) | 17 (8.29%) | 29 (7.49%) | ||
2 | 1 (0.55%) | 3 (1.46%) | 4 (1.03%) | ||
Number of Hospitalizations due to cancer | 387 | 0.020 | |||
0 | 164 (90.1%) | 164 (80.0%) | 328 (84.8%) | ||
1 | 13 (7.14%) | 32 (15.6%) | 45 (11.6%) | ||
2 | 5 (2.75%) | 9 (4.39%) | 14 (3.62%) | ||
Number of ED visits due to cancer | 387 | 0.106 | |||
0 | 170 (93.4%) | 181 (88.3%) | 351 (90.7%) | ||
1 | 8 (4.40%) | 20 (9.76%) | 28 (7.24%) | ||
2 | 3 (1.65%) | 4 (1.95%) | 7 (1.81%) | ||
4 | 1 (0.55%) | 0 (0%) | 1 (0.26%) | ||
Discontunation related to AEs | 387 | 0.766 | |||
0 | 165 (90.7%) | 184 (89.8%) | 349 (90.2%) | ||
1 | 17 (9.34%) | 21 (10.2%) | 38 (9.82%) | ||
Medication change related to AEs | 387 | 0.306 | |||
0 | 172 (94.5%) | 198 (96.6%) | 370 (95.6%) | ||
1 | 10 (5.49%) | 6 (2.93%) | 16 (4.13%) | ||
2 | 0 (0%) | 1 (0.49%) | 1 (0.26%) | ||
Number of Healthcare utilization instances | 387 | 0.007 | |||
0 | 155 (85.2%) | 151 (73.7%) | 306 (79.1%) | ||
1 | 20 (11.0%) | 34 (16.6%) | 54 (14.0%) | ||
2 | 4 (2.20%) | 16 (7.80%) | 20 (5.17%) | ||
3 | 1 (0.55%) | 4 (1.95%) | 5 (1.29%) | ||
4 | 1 (0.55%) | 0 (0%) | 1 (0.26%) | ||
6 | 1 (0.55%) | 0 (0%) | 1 (0.26%) | ||
Number of Dose modifications | 387 | 0.210 | |||
0 | 166 (91.2%) | 177 (86.3%) | 343 (88.6%) | ||
1 | 13 (7.14%) | 19 (9.27%) | 32 (8.27%) | ||
2 | 3 (1.65%) | 9 (4.39%) | 12 (3.10%) | ||
Number of Treatment modifications | 387 | 0.250 | |||
0 | 165 (90.7%) | 184 (89.8%) | 349 (90.2%) | ||
1 | 7 (3.85%) | 14 (6.83%) | 21 (5.43%) | ||
2 | 10 (5.49%) | 6 (2.93%) | 16 (4.13%) | ||
3 | 0 (0%) | 1 (0.49%) | 1 (0.26%) | ||
1 n (%) | |||||
2 Pearson’s Chi-squared test; Fisher’s exact test |
Characteristic | Study assignment | p-value2 | Overall, N = 3871 | |
---|---|---|---|---|
Case, N = 1821 | Control, N = 2051 | |||
Any dose interruptions related to AEs | 5 (2.75%) | 14 (6.83%) | 0.064 | 19 (4.91%) |
Any dose changes related to AEs | 13 (7.14%) | 20 (9.76%) | 0.358 | 33 (8.53%) |
Any hospitalizations due to cancer | 18 (9.89%) | 41 (20.0%) | 0.006 | 59 (15.2%) |
Any ED visits due to cancer | 12 (6.59%) | 24 (11.7%) | 0.084 | 36 (9.30%) |
Any discontunation related to AEs | 17 (9.34%) | 21 (10.2%) | 0.766 | 38 (9.82%) |
Any medication change related to AEs | 10 (5.49%) | 7 (3.41%) | 0.319 | 17 (4.39%) |
Any healthcare utilization | 27 (14.8%) | 54 (26.3%) | 0.005 | 81 (20.9%) |
Any dose modification | 16 (8.79%) | 28 (13.7%) | 0.132 | 44 (11.4%) |
Any treatment modification | 17 (9.34%) | 21 (10.2%) | 0.766 | 38 (9.82%) |
1 n (%) | ||||
2 Pearson’s Chi-squared test |
Characteristic | N | Questionnaire response | p-value2 | Overall, N = 3871 | |
---|---|---|---|---|---|
Yes, N = 851 | No, N = 3021 | ||||
Number of Dose interruptions related to AEs | 387 | 0.269 | |||
0 | 83 (97.6%) | 285 (94.4%) | 368 (95.1%) | ||
1 | 2 (2.35%) | 17 (5.63%) | 19 (4.91%) | ||
Number of Dose changes related to AEs | 387 | 0.490 | |||
0 | 80 (94.1%) | 274 (90.7%) | 354 (91.5%) | ||
1 | 4 (4.71%) | 25 (8.28%) | 29 (7.49%) | ||
2 | 1 (1.18%) | 3 (0.99%) | 4 (1.03%) | ||
Number of Hospitalizations due to cancer | 387 | 0.004 | |||
0 | 81 (95.3%) | 247 (81.8%) | 328 (84.8%) | ||
1 | 4 (4.71%) | 41 (13.6%) | 45 (11.6%) | ||
2 | 0 (0%) | 14 (4.64%) | 14 (3.62%) | ||
Number of ED visits due to cancer | 387 | 0.949 | |||
0 | 79 (92.9%) | 272 (90.1%) | 351 (90.7%) | ||
1 | 5 (5.88%) | 23 (7.62%) | 28 (7.24%) | ||
2 | 1 (1.18%) | 6 (1.99%) | 7 (1.81%) | ||
4 | 0 (0%) | 1 (0.33%) | 1 (0.26%) | ||
Discontunation related to AEs | 387 | 0.167 | |||
0 | 80 (94.1%) | 269 (89.1%) | 349 (90.2%) | ||
1 | 5 (5.88%) | 33 (10.9%) | 38 (9.82%) | ||
Medication change related to AEs | 387 | >0.999 | |||
0 | 82 (96.5%) | 288 (95.4%) | 370 (95.6%) | ||
1 | 3 (3.53%) | 13 (4.30%) | 16 (4.13%) | ||
2 | 0 (0%) | 1 (0.33%) | 1 (0.26%) | ||
Number of Healthcare utilization instances | 387 | 0.193 | |||
0 | 75 (88.2%) | 231 (76.5%) | 306 (79.1%) | ||
1 | 9 (10.6%) | 45 (14.9%) | 54 (14.0%) | ||
2 | 1 (1.18%) | 19 (6.29%) | 20 (5.17%) | ||
3 | 0 (0%) | 5 (1.66%) | 5 (1.29%) | ||
4 | 0 (0%) | 1 (0.33%) | 1 (0.26%) | ||
6 | 0 (0%) | 1 (0.33%) | 1 (0.26%) | ||
Number of Dose modifications | 387 | 0.556 | |||
0 | 78 (91.8%) | 265 (87.7%) | 343 (88.6%) | ||
1 | 6 (7.06%) | 26 (8.61%) | 32 (8.27%) | ||
2 | 1 (1.18%) | 11 (3.64%) | 12 (3.10%) | ||
Number of Treatment modifications | 387 | 0.538 | |||
0 | 80 (94.1%) | 269 (89.1%) | 349 (90.2%) | ||
1 | 2 (2.35%) | 19 (6.29%) | 21 (5.43%) | ||
2 | 3 (3.53%) | 13 (4.30%) | 16 (4.13%) | ||
3 | 0 (0%) | 1 (0.33%) | 1 (0.26%) | ||
1 n (%) | |||||
2 Fisher’s exact test; Pearson’s Chi-squared test |
Characteristic | Questionnaire response | p-value2 | Overall, N = 3871 | |
---|---|---|---|---|
Yes, N = 851 | No, N = 3021 | |||
Any dose interruptions related to AEs | 2 (2.35%) | 17 (5.63%) | 0.269 | 19 (4.91%) |
Any dose changes related to AEs | 5 (5.88%) | 28 (9.27%) | 0.323 | 33 (8.53%) |
Any hospitalizations due to cancer | 4 (4.71%) | 55 (18.2%) | 0.002 | 59 (15.2%) |
Any ED visits due to cancer | 6 (7.06%) | 30 (9.93%) | 0.420 | 36 (9.30%) |
Any discontunation related to AEs | 5 (5.88%) | 33 (10.9%) | 0.167 | 38 (9.82%) |
Any medication change related to AEs | 3 (3.53%) | 14 (4.64%) | >0.999 | 17 (4.39%) |
Any healthcare utilization | 10 (11.8%) | 71 (23.5%) | 0.019 | 81 (20.9%) |
Any dose modification | 7 (8.24%) | 37 (12.3%) | 0.303 | 44 (11.4%) |
Any treatment modification | 5 (5.88%) | 33 (10.9%) | 0.167 | 38 (9.82%) |
1 n (%) | ||||
2 Fisher’s exact test; Pearson’s Chi-squared test |
Characteristic | N | Questionnaire response | p-value2 | Overall, N = 2901 | |
---|---|---|---|---|---|
Yes, N = 851 | No, N = 2051 | ||||
Number of Dose interruptions related to AEs | 290 | 0.164 | |||
0 | 83 (97.6%) | 191 (93.2%) | 274 (94.5%) | ||
1 | 2 (2.35%) | 14 (6.83%) | 16 (5.52%) | ||
Number of Dose changes related to AEs | 290 | 0.670 | |||
0 | 80 (94.1%) | 185 (90.2%) | 265 (91.4%) | ||
1 | 4 (4.71%) | 17 (8.29%) | 21 (7.24%) | ||
2 | 1 (1.18%) | 3 (1.46%) | 4 (1.38%) | ||
Number of Hospitalizations due to cancer | 290 | 0.002 | |||
0 | 81 (95.3%) | 164 (80.0%) | 245 (84.5%) | ||
1 | 4 (4.71%) | 32 (15.6%) | 36 (12.4%) | ||
2 | 0 (0%) | 9 (4.39%) | 9 (3.10%) | ||
Number of ED visits due to cancer | 290 | 0.609 | |||
0 | 79 (92.9%) | 181 (88.3%) | 260 (89.7%) | ||
1 | 5 (5.88%) | 20 (9.76%) | 25 (8.62%) | ||
2 | 1 (1.18%) | 4 (1.95%) | 5 (1.72%) | ||
Discontunation related to AEs | 290 | 0.237 | |||
0 | 80 (94.1%) | 184 (89.8%) | 264 (91.0%) | ||
1 | 5 (5.88%) | 21 (10.2%) | 26 (8.97%) | ||
Medication change related to AEs | 290 | 0.806 | |||
0 | 82 (96.5%) | 198 (96.6%) | 280 (96.6%) | ||
1 | 3 (3.53%) | 6 (2.93%) | 9 (3.10%) | ||
2 | 0 (0%) | 1 (0.49%) | 1 (0.34%) | ||
Number of Healthcare utilization instances | 290 | 0.025 | |||
0 | 75 (88.2%) | 151 (73.7%) | 226 (77.9%) | ||
1 | 9 (10.6%) | 34 (16.6%) | 43 (14.8%) | ||
2 | 1 (1.18%) | 16 (7.80%) | 17 (5.86%) | ||
3 | 0 (0%) | 4 (1.95%) | 4 (1.38%) | ||
Number of Dose modifications | 290 | 0.380 | |||
0 | 78 (91.8%) | 177 (86.3%) | 255 (87.9%) | ||
1 | 6 (7.06%) | 19 (9.27%) | 25 (8.62%) | ||
2 | 1 (1.18%) | 9 (4.39%) | 10 (3.45%) | ||
Number of Treatment modifications | 290 | 0.438 | |||
0 | 80 (94.1%) | 184 (89.8%) | 264 (91.0%) | ||
1 | 2 (2.35%) | 14 (6.83%) | 16 (5.52%) | ||
2 | 3 (3.53%) | 6 (2.93%) | 9 (3.10%) | ||
3 | 0 (0%) | 1 (0.49%) | 1 (0.34%) | ||
1 n (%) | |||||
2 Fisher’s exact test; Pearson’s Chi-squared test |
Characteristic | Questionnaire response | p-value2 | Overall, N = 2901 | |
---|---|---|---|---|
Yes, N = 851 | No, N = 2051 | |||
Any dose interruptions related to AEs | 2 (2.35%) | 14 (6.83%) | 0.164 | 16 (5.52%) |
Any dose changes related to AEs | 5 (5.88%) | 20 (9.76%) | 0.285 | 25 (8.62%) |
Any hospitalizations due to cancer | 4 (4.71%) | 41 (20.0%) | 0.001 | 45 (15.5%) |
Any ED visits due to cancer | 6 (7.06%) | 24 (11.7%) | 0.237 | 30 (10.3%) |
Any discontunation related to AEs | 5 (5.88%) | 21 (10.2%) | 0.237 | 26 (8.97%) |
Any medication change related to AEs | 3 (3.53%) | 7 (3.41%) | >0.999 | 10 (3.45%) |
Any healthcare utilization | 10 (11.8%) | 54 (26.3%) | 0.006 | 64 (22.1%) |
Any dose modification | 7 (8.24%) | 28 (13.7%) | 0.197 | 35 (12.1%) |
Any treatment modification | 5 (5.88%) | 21 (10.2%) | 0.237 | 26 (8.97%) |
1 n (%) | ||||
2 Fisher’s exact test; Pearson’s Chi-squared test |
Outcome | OR1 | 95% CI1 | p-value |
---|---|---|---|
Number of Healthcare utilization instances | |||
Case | — | — | |
Control | 2.08 | 1.26, 3.50 | 0.005 |
Number of Dose modifications | |||
Case | — | — | |
Control | 1.67 | 0.88, 3.25 | 0.123 |
Number of Treatment modifications | |||
Case | — | — | |
Control | 1.08 | 0.55, 2.14 | 0.821 |
1 OR = Odds Ratio, CI = Confidence Interval |
Outcome | OR1 | 95% CI1 | p-value |
---|---|---|---|
Any treatment modification | |||
Case | — | — | |
Control | 1.11 | 0.57, 2.20 | 0.766 |
1 OR = Odds Ratio, CI = Confidence Interval |
5.2 Discontinuation and dose change reasons
Characteristic | N = 891 |
---|---|
No selections made across all observations | 2 (2.25%) |
Common side effect | 34 (38.2%) |
No response, disease progression | 31 (34.8%) |
Therapy completed | 16 (18.0%) |
Patient decision | 3 (3.37%) |
Patient deceased | 2 (2.25%) |
Financial limitations | 1 (1.12%) |
Major side effect | 1 (1.12%) |
Provider decision | 1 (1.12%) |
Number of selections made | |
0 | 2 (2.25%) |
1 | 85 (95.5%) |
2 | 2 (2.25%) |
1 n (%) |
Characteristic | N | N = 891 |
---|---|---|
Selection | 89 | |
Common side effect | 34 (38.2%) | |
No response, disease progression | 31 (34.8%) | |
Therapy completed | 16 (18.0%) | |
Patient decision | 3 (3.37%) | |
Patient deceased | 2 (2.25%) | |
Financial limitations | 1 (1.12%) | |
Major side effect | 1 (1.12%) | |
Provider decision | 1 (1.12%) | |
1 n (%) |
Characteristic | N = 581 |
---|---|
No selections made across all observations | 0 (0%) |
Common side effect | 34 (58.6%) |
Standard dose titration | 27 (46.6%) |
Number of selections made | |
1 | 55 (94.8%) |
2 | 3 (5.17%) |
1 n (%) |
Characteristic | N | N = 611 |
---|---|---|
Selection | 61 | |
Common side effect | 34 (55.7%) | |
Standard dose titration | 27 (44.3%) | |
1 n (%) |
5.3 Descriptive statistics stratified by outcome
Characteristic | N | Any treatment modification | p-value2 | Overall, N = 3871 | |
---|---|---|---|---|---|
No, N = 3491 | Yes, N = 381 | ||||
Study assignment | 387 | 0.766 | |||
Case | 165 (47.3%) | 17 (44.7%) | 182 (47.0%) | ||
Control | 184 (52.7%) | 21 (55.3%) | 205 (53.0%) | ||
Questionnaire response | 387 | 0.167 | |||
Yes | 80 (22.9%) | 5 (13.2%) | 85 (22.0%) | ||
No | 269 (77.1%) | 33 (86.8%) | 302 (78.0%) | ||
Sex | 387 | 0.067 | |||
Female | 139 (39.8%) | 21 (55.3%) | 160 (41.3%) | ||
Male | 210 (60.2%) | 17 (44.7%) | 227 (58.7%) | ||
Age group | 387 | 0.304 | |||
< 60 | 111 (31.8%) | 9 (23.7%) | 120 (31.0%) | ||
>= 60 | 238 (68.2%) | 29 (76.3%) | 267 (69.0%) | ||
Charlson Comorbidity Index Score | 387 | 0.022 | |||
Mean (SD) | 7.0 (2.8) | 8.0 (2.1) | 7.1 (2.7) | ||
Median (IQR) | 7.0 (5.0 - 9.0) | 8.0 (7.0 - 9.8) | 7.0 (5.0 - 9.0) | ||
Range | 0.0 - 16.0 | 3.0 - 11.0 | 0.0 - 16.0 | ||
Number of AE interventions (categorized) | 387 | 0.687 | |||
0 | 275 (78.8%) | 33 (86.8%) | 308 (79.6%) | ||
1 | 54 (15.5%) | 5 (13.2%) | 59 (15.2%) | ||
2 | 16 (4.58%) | 0 (0%) | 16 (4.13%) | ||
3 or more | 4 (1.15%) | 0 (0%) | 4 (1.03%) | ||
Drug class category | 387 | 0.091 | |||
Anti-androgens/hormone receptor antagonists | 121 (34.7%) | 8 (21.1%) | 129 (33.3%) | ||
Anti-neoplastic agents | 228 (65.3%) | 30 (78.9%) | 258 (66.7%) | ||
Diagnosis category | 387 | 0.426 | |||
Breast | 54 (15.5%) | 8 (21.1%) | 62 (16.0%) | ||
Central nervous system | 42 (12.0%) | 2 (5.26%) | 44 (11.4%) | ||
GI | 50 (14.3%) | 8 (21.1%) | 58 (15.0%) | ||
GU | 149 (42.7%) | 15 (39.5%) | 164 (42.4%) | ||
GYN | 4 (1.15%) | 1 (2.63%) | 5 (1.29%) | ||
Head/neck | 9 (2.58%) | 0 (0%) | 9 (2.33%) | ||
Lung | 16 (4.58%) | 3 (7.89%) | 19 (4.91%) | ||
Melanoma/sarcoma | 25 (7.16%) | 1 (2.63%) | 26 (6.72%) | ||
What is the patient's cancer stage? | 387 | 0.264 | |||
stage I | 17 (4.87%) | 0 (0%) | 17 (4.39%) | ||
stage II | 47 (13.5%) | 2 (5.26%) | 49 (12.7%) | ||
stage III | 60 (17.2%) | 6 (15.8%) | 66 (17.1%) | ||
stage IV | 220 (63.0%) | 29 (76.3%) | 249 (64.3%) | ||
staging not available | 5 (1.43%) | 1 (2.63%) | 6 (1.55%) | ||
1 n (%) | |||||
2 Pearson’s Chi-squared test; Wilcoxon rank sum test; Fisher’s exact test |
Characteristic | N | Any healthcare utilization | p-value2 | Overall, N = 3871 | |
---|---|---|---|---|---|
No, N = 3061 | Yes, N = 811 | ||||
Study assignment | 387 | 0.005 | |||
Case | 155 (50.7%) | 27 (33.3%) | 182 (47.0%) | ||
Control | 151 (49.3%) | 54 (66.7%) | 205 (53.0%) | ||
Questionnaire response | 387 | 0.019 | |||
Yes | 75 (24.5%) | 10 (12.3%) | 85 (22.0%) | ||
No | 231 (75.5%) | 71 (87.7%) | 302 (78.0%) | ||
Sex | 387 | <0.001 | |||
Female | 109 (35.6%) | 51 (63.0%) | 160 (41.3%) | ||
Male | 197 (64.4%) | 30 (37.0%) | 227 (58.7%) | ||
Age group | 387 | 0.033 | |||
< 60 | 87 (28.4%) | 33 (40.7%) | 120 (31.0%) | ||
>= 60 | 219 (71.6%) | 48 (59.3%) | 267 (69.0%) | ||
Charlson Comorbidity Index Score | 387 | 0.328 | |||
Mean (SD) | 7.0 (2.8) | 7.3 (2.7) | 7.1 (2.7) | ||
Median (IQR) | 7.0 (5.0 - 9.0) | 7.0 (6.0 - 9.0) | 7.0 (5.0 - 9.0) | ||
Range | 0.0 - 16.0 | 0.0 - 15.0 | 0.0 - 16.0 | ||
Number of AE interventions (categorized) | 387 | 0.017 | |||
0 | 239 (78.1%) | 69 (85.2%) | 308 (79.6%) | ||
1 | 52 (17.0%) | 7 (8.64%) | 59 (15.2%) | ||
2 | 14 (4.58%) | 2 (2.47%) | 16 (4.13%) | ||
3 or more | 1 (0.33%) | 3 (3.70%) | 4 (1.03%) | ||
Drug class category | 387 | <0.001 | |||
Anti-androgens/hormone receptor antagonists | 122 (39.9%) | 7 (8.64%) | 129 (33.3%) | ||
Anti-neoplastic agents | 184 (60.1%) | 74 (91.4%) | 258 (66.7%) | ||
Diagnosis category | 387 | ||||
Breast | 50 (16.3%) | 12 (14.8%) | 62 (16.0%) | ||
Central nervous system | 29 (9.48%) | 15 (18.5%) | 44 (11.4%) | ||
GI | 36 (11.8%) | 22 (27.2%) | 58 (15.0%) | ||
GU | 143 (46.7%) | 21 (25.9%) | 164 (42.4%) | ||
GYN | 2 (0.65%) | 3 (3.70%) | 5 (1.29%) | ||
Head/neck | 8 (2.61%) | 1 (1.23%) | 9 (2.33%) | ||
Lung | 16 (5.23%) | 3 (3.70%) | 19 (4.91%) | ||
Melanoma/sarcoma | 22 (7.19%) | 4 (4.94%) | 26 (6.72%) | ||
What is the patient's cancer stage? | 387 | 0.023 | |||
stage I | 15 (4.90%) | 2 (2.47%) | 17 (4.39%) | ||
stage II | 45 (14.7%) | 4 (4.94%) | 49 (12.7%) | ||
stage III | 56 (18.3%) | 10 (12.3%) | 66 (17.1%) | ||
stage IV | 186 (60.8%) | 63 (77.8%) | 249 (64.3%) | ||
staging not available | 4 (1.31%) | 2 (2.47%) | 6 (1.55%) | ||
1 n (%) | |||||
2 Pearson’s Chi-squared test; Wilcoxon rank sum test; Fisher’s exact test |
Characteristic | N | Any dose modification | p-value2 | Overall, N = 3871 | |
---|---|---|---|---|---|
No, N = 3431 | Yes, N = 441 | ||||
Study assignment | 387 | 0.132 | |||
Case | 166 (48.4%) | 16 (36.4%) | 182 (47.0%) | ||
Control | 177 (51.6%) | 28 (63.6%) | 205 (53.0%) | ||
Questionnaire response | 387 | 0.303 | |||
Yes | 78 (22.7%) | 7 (15.9%) | 85 (22.0%) | ||
No | 265 (77.3%) | 37 (84.1%) | 302 (78.0%) | ||
Sex | 387 | 0.361 | |||
Female | 139 (40.5%) | 21 (47.7%) | 160 (41.3%) | ||
Male | 204 (59.5%) | 23 (52.3%) | 227 (58.7%) | ||
Age group | 387 | 0.360 | |||
< 60 | 109 (31.8%) | 11 (25.0%) | 120 (31.0%) | ||
>= 60 | 234 (68.2%) | 33 (75.0%) | 267 (69.0%) | ||
Charlson Comorbidity Index Score | 387 | 0.004 | |||
Mean (SD) | 6.9 (2.7) | 8.2 (2.6) | 7.1 (2.7) | ||
Median (IQR) | 7.0 (5.0 - 9.0) | 9.0 (7.0 - 10.0) | 7.0 (5.0 - 9.0) | ||
Range | 0.0 - 15.0 | 2.0 - 16.0 | 0.0 - 16.0 | ||
Number of AE interventions (categorized) | 387 | 0.030 | |||
0 | 276 (80.5%) | 32 (72.7%) | 308 (79.6%) | ||
1 | 49 (14.3%) | 10 (22.7%) | 59 (15.2%) | ||
2 | 16 (4.66%) | 0 (0%) | 16 (4.13%) | ||
3 or more | 2 (0.58%) | 2 (4.55%) | 4 (1.03%) | ||
Drug class category | 387 | <0.001 | |||
Anti-androgens/hormone receptor antagonists | 127 (37.0%) | 2 (4.55%) | 129 (33.3%) | ||
Anti-neoplastic agents | 216 (63.0%) | 42 (95.5%) | 258 (66.7%) | ||
Diagnosis category | 387 | 0.419 | |||
Breast | 53 (15.5%) | 9 (20.5%) | 62 (16.0%) | ||
Central nervous system | 42 (12.2%) | 2 (4.55%) | 44 (11.4%) | ||
GI | 50 (14.6%) | 8 (18.2%) | 58 (15.0%) | ||
GU | 148 (43.1%) | 16 (36.4%) | 164 (42.4%) | ||
GYN | 4 (1.17%) | 1 (2.27%) | 5 (1.29%) | ||
Head/neck | 8 (2.33%) | 1 (2.27%) | 9 (2.33%) | ||
Lung | 15 (4.37%) | 4 (9.09%) | 19 (4.91%) | ||
Melanoma/sarcoma | 23 (6.71%) | 3 (6.82%) | 26 (6.72%) | ||
What is the patient's cancer stage? | 387 | 0.039 | |||
stage I | 16 (4.66%) | 1 (2.27%) | 17 (4.39%) | ||
stage II | 47 (13.7%) | 2 (4.55%) | 49 (12.7%) | ||
stage III | 63 (18.4%) | 3 (6.82%) | 66 (17.1%) | ||
stage IV | 212 (61.8%) | 37 (84.1%) | 249 (64.3%) | ||
staging not available | 5 (1.46%) | 1 (2.27%) | 6 (1.55%) | ||
1 n (%) | |||||
2 Pearson’s Chi-squared test; Wilcoxon rank sum test; Fisher’s exact test |
Characteristic | N | Any treatment modification | p-value2 | Overall, N = 2901 | |
---|---|---|---|---|---|
No, N = 2641 | Yes, N = 261 | ||||
Study assignment | 290 | 0.237 | |||
Case | 80 (30.3%) | 5 (19.2%) | 85 (29.3%) | ||
Control | 184 (69.7%) | 21 (80.8%) | 205 (70.7%) | ||
Questionnaire response | 290 | 0.237 | |||
Yes | 80 (30.3%) | 5 (19.2%) | 85 (29.3%) | ||
No | 184 (69.7%) | 21 (80.8%) | 205 (70.7%) | ||
Sex | 290 | 0.478 | |||
Female | 103 (39.0%) | 12 (46.2%) | 115 (39.7%) | ||
Male | 161 (61.0%) | 14 (53.8%) | 175 (60.3%) | ||
Age group | 290 | 0.237 | |||
< 60 | 80 (30.3%) | 5 (19.2%) | 85 (29.3%) | ||
>= 60 | 184 (69.7%) | 21 (80.8%) | 205 (70.7%) | ||
Charlson Comorbidity Index Score | 290 | 0.028 | |||
Mean (SD) | 7.0 (2.7) | 8.2 (2.2) | 7.1 (2.7) | ||
Median (IQR) | 7.0 (5.0 - 9.0) | 8.0 (7.0 - 10.0) | 7.0 (5.0 - 9.0) | ||
Range | 0.0 - 15.0 | 3.0 - 11.0 | 0.0 - 15.0 | ||
Number of AE interventions (categorized) | 290 | 0.689 | |||
0 | 199 (75.4%) | 21 (80.8%) | 220 (75.9%) | ||
1 | 46 (17.4%) | 5 (19.2%) | 51 (17.6%) | ||
2 | 16 (6.06%) | 0 (0%) | 16 (5.52%) | ||
3 or more | 3 (1.14%) | 0 (0%) | 3 (1.03%) | ||
Drug class category | 290 | 0.165 | |||
Anti-androgens/hormone receptor antagonists | 97 (36.7%) | 6 (23.1%) | 103 (35.5%) | ||
Anti-neoplastic agents | 167 (63.3%) | 20 (76.9%) | 187 (64.5%) | ||
Diagnosis category | 290 | 0.414 | |||
Breast | 37 (14.0%) | 4 (15.4%) | 41 (14.1%) | ||
Central nervous system | 30 (11.4%) | 0 (0%) | 30 (10.3%) | ||
GI | 41 (15.5%) | 6 (23.1%) | 47 (16.2%) | ||
GU | 115 (43.6%) | 13 (50.0%) | 128 (44.1%) | ||
GYN | 3 (1.14%) | 1 (3.85%) | 4 (1.38%) | ||
Head/neck | 7 (2.65%) | 0 (0%) | 7 (2.41%) | ||
Lung | 15 (5.68%) | 1 (3.85%) | 16 (5.52%) | ||
Melanoma/sarcoma | 16 (6.06%) | 1 (3.85%) | 17 (5.86%) | ||
What is the patient's cancer stage? | 290 | 0.331 | |||
stage I | 11 (4.17%) | 0 (0%) | 11 (3.79%) | ||
stage II | 38 (14.4%) | 1 (3.85%) | 39 (13.4%) | ||
stage III | 41 (15.5%) | 5 (19.2%) | 46 (15.9%) | ||
stage IV | 170 (64.4%) | 19 (73.1%) | 189 (65.2%) | ||
staging not available | 4 (1.52%) | 1 (3.85%) | 5 (1.72%) | ||
1 n (%) | |||||
2 Pearson’s Chi-squared test; Wilcoxon rank sum test; Fisher’s exact test |
Characteristic | N | Any healthcare utilization | p-value2 | Overall, N = 2901 | |
---|---|---|---|---|---|
No, N = 2261 | Yes, N = 641 | ||||
Study assignment | 290 | 0.006 | |||
Case | 75 (33.2%) | 10 (15.6%) | 85 (29.3%) | ||
Control | 151 (66.8%) | 54 (84.4%) | 205 (70.7%) | ||
Questionnaire response | 290 | 0.006 | |||
Yes | 75 (33.2%) | 10 (15.6%) | 85 (29.3%) | ||
No | 151 (66.8%) | 54 (84.4%) | 205 (70.7%) | ||
Sex | 290 | <0.001 | |||
Female | 74 (32.7%) | 41 (64.1%) | 115 (39.7%) | ||
Male | 152 (67.3%) | 23 (35.9%) | 175 (60.3%) | ||
Age group | 290 | 0.187 | |||
< 60 | 62 (27.4%) | 23 (35.9%) | 85 (29.3%) | ||
>= 60 | 164 (72.6%) | 41 (64.1%) | 205 (70.7%) | ||
Charlson Comorbidity Index Score | 290 | 0.422 | |||
Mean (SD) | 7.1 (2.7) | 7.4 (2.8) | 7.1 (2.7) | ||
Median (IQR) | 7.0 (5.0 - 9.0) | 7.5 (6.0 - 9.3) | 7.0 (5.0 - 9.0) | ||
Range | 0.0 - 14.0 | 0.0 - 15.0 | 0.0 - 15.0 | ||
Number of AE interventions (categorized) | 290 | 0.079 | |||
0 | 167 (73.9%) | 53 (82.8%) | 220 (75.9%) | ||
1 | 44 (19.5%) | 7 (10.9%) | 51 (17.6%) | ||
2 | 14 (6.19%) | 2 (3.13%) | 16 (5.52%) | ||
3 or more | 1 (0.44%) | 2 (3.13%) | 3 (1.03%) | ||
Drug class category | 290 | <0.001 | |||
Anti-androgens/hormone receptor antagonists | 97 (42.9%) | 6 (9.38%) | 103 (35.5%) | ||
Anti-neoplastic agents | 129 (57.1%) | 58 (90.6%) | 187 (64.5%) | ||
Diagnosis category | 290 | ||||
Breast | 30 (13.3%) | 11 (17.2%) | 41 (14.1%) | ||
Central nervous system | 21 (9.29%) | 9 (14.1%) | 30 (10.3%) | ||
GI | 28 (12.4%) | 19 (29.7%) | 47 (16.2%) | ||
GU | 112 (49.6%) | 16 (25.0%) | 128 (44.1%) | ||
GYN | 1 (0.44%) | 3 (4.69%) | 4 (1.38%) | ||
Head/neck | 7 (3.10%) | 0 (0%) | 7 (2.41%) | ||
Lung | 13 (5.75%) | 3 (4.69%) | 16 (5.52%) | ||
Melanoma/sarcoma | 14 (6.19%) | 3 (4.69%) | 17 (5.86%) | ||
What is the patient's cancer stage? | 290 | 0.084 | |||
stage I | 9 (3.98%) | 2 (3.13%) | 11 (3.79%) | ||
stage II | 36 (15.9%) | 3 (4.69%) | 39 (13.4%) | ||
stage III | 37 (16.4%) | 9 (14.1%) | 46 (15.9%) | ||
stage IV | 141 (62.4%) | 48 (75.0%) | 189 (65.2%) | ||
staging not available | 3 (1.33%) | 2 (3.13%) | 5 (1.72%) | ||
1 n (%) | |||||
2 Pearson’s Chi-squared test; Wilcoxon rank sum test; Fisher’s exact test |
Characteristic | N | Any dose modification | p-value2 | Overall, N = 2901 | |
---|---|---|---|---|---|
No, N = 2551 | Yes, N = 351 | ||||
Study assignment | 290 | 0.197 | |||
Case | 78 (30.6%) | 7 (20.0%) | 85 (29.3%) | ||
Control | 177 (69.4%) | 28 (80.0%) | 205 (70.7%) | ||
Questionnaire response | 290 | 0.197 | |||
Yes | 78 (30.6%) | 7 (20.0%) | 85 (29.3%) | ||
No | 177 (69.4%) | 28 (80.0%) | 205 (70.7%) | ||
Sex | 290 | 0.250 | |||
Female | 98 (38.4%) | 17 (48.6%) | 115 (39.7%) | ||
Male | 157 (61.6%) | 18 (51.4%) | 175 (60.3%) | ||
Age group | 290 | 0.371 | |||
< 60 | 77 (30.2%) | 8 (22.9%) | 85 (29.3%) | ||
>= 60 | 178 (69.8%) | 27 (77.1%) | 205 (70.7%) | ||
Charlson Comorbidity Index Score | 290 | 0.032 | |||
Mean (SD) | 7.0 (2.7) | 7.9 (2.5) | 7.1 (2.7) | ||
Median (IQR) | 7.0 (5.0 - 9.0) | 9.0 (7.0 - 10.0) | 7.0 (5.0 - 9.0) | ||
Range | 0.0 - 15.0 | 2.0 - 12.0 | 0.0 - 15.0 | ||
Number of AE interventions (categorized) | 290 | 0.010 | |||
0 | 197 (77.3%) | 23 (65.7%) | 220 (75.9%) | ||
1 | 41 (16.1%) | 10 (28.6%) | 51 (17.6%) | ||
2 | 16 (6.27%) | 0 (0%) | 16 (5.52%) | ||
3 or more | 1 (0.39%) | 2 (5.71%) | 3 (1.03%) | ||
Drug class category | 290 | <0.001 | |||
Anti-androgens/hormone receptor antagonists | 101 (39.6%) | 2 (5.71%) | 103 (35.5%) | ||
Anti-neoplastic agents | 154 (60.4%) | 33 (94.3%) | 187 (64.5%) | ||
Diagnosis category | 290 | 0.781 | |||
Breast | 35 (13.7%) | 6 (17.1%) | 41 (14.1%) | ||
Central nervous system | 28 (11.0%) | 2 (5.71%) | 30 (10.3%) | ||
GI | 41 (16.1%) | 6 (17.1%) | 47 (16.2%) | ||
GU | 114 (44.7%) | 14 (40.0%) | 128 (44.1%) | ||
GYN | 3 (1.18%) | 1 (2.86%) | 4 (1.38%) | ||
Head/neck | 6 (2.35%) | 1 (2.86%) | 7 (2.41%) | ||
Lung | 13 (5.10%) | 3 (8.57%) | 16 (5.52%) | ||
Melanoma/sarcoma | 15 (5.88%) | 2 (5.71%) | 17 (5.86%) | ||
What is the patient's cancer stage? | 290 | 0.145 | |||
stage I | 11 (4.31%) | 0 (0%) | 11 (3.79%) | ||
stage II | 37 (14.5%) | 2 (5.71%) | 39 (13.4%) | ||
stage III | 43 (16.9%) | 3 (8.57%) | 46 (15.9%) | ||
stage IV | 160 (62.7%) | 29 (82.9%) | 189 (65.2%) | ||
staging not available | 4 (1.57%) | 1 (2.86%) | 5 (1.72%) | ||
1 n (%) | |||||
2 Pearson’s Chi-squared test; Wilcoxon rank sum test; Fisher’s exact test |
5.4 Univariate analyses
ITT is the entire cohort, comparing those randomized to treatment vs those randomized to usual care
mITT is the entire cohort, comparing those who responded vs those who did not
Per protocol is case responders and all controls, comparing those who responded vs those who did not
Characteristic | Treatment modification | Healthcare utilization | Dose modification | ||||||
---|---|---|---|---|---|---|---|---|---|
OR1 | 95% CI1 | p-value | OR1 | 95% CI1 | p-value | OR1 | 95% CI1 | p-value | |
Questionnaire response: Yes | 0.51 | 0.17, 1.24 | 0.174 | 0.43 | 0.20, 0.85 | 0.021 | 0.64 | 0.25, 1.42 | 0.306 |
Study assignment: Control | 1.11 | 0.57, 2.20 | 0.766 | 2.05 | 1.24, 3.47 | 0.006 | 1.64 | 0.87, 3.21 | 0.135 |
Sex: Male | 0.54 | 0.27, 1.05 | 0.070 | 0.33 | 0.19, 0.54 | 0 | 0.75 | 0.40, 1.41 | 0.362 |
Age group: >= 60 | 1.50 | 0.71, 3.47 | 0.307 | 0.58 | 0.35, 0.97 | 0.034 | 1.40 | 0.70, 2.99 | 0.362 |
Charlson Comorbidity Index Score | 1.15 | 1.02, 1.31 | 0.029 | 1.05 | 0.96, 1.15 | 0.334 | 1.20 | 1.06, 1.36 | 0.004 |
Drug class category: Anti-neoplastic agents | 1.99 | 0.93, 4.78 | 0.096 | 7.01 | 3.34, 17.2 | 0 | 12.3 | 3.72, 76.5 | 0.001 |
1 OR = Odds Ratio, CI = Confidence Interval |
Characteristic | Treatment modification | Healthcare utilization | Dose modification | ||||||
---|---|---|---|---|---|---|---|---|---|
OR1 | 95% CI1 | p-value | OR1 | 95% CI1 | p-value | OR1 | 95% CI1 | p-value | |
Questionnaire response: Yes | 0.55 | 0.18, 1.40 | 0.243 | 0.37 | 0.17, 0.74 | 0.008 | 0.57 | 0.22, 1.29 | 0.202 |
Study assignment: Control | 1.83 | 0.71, 5.62 | 0.243 | 2.68 | 1.34, 5.86 | 0.008 | 1.76 | 0.78, 4.54 | 0.202 |
Sex: Male | 0.75 | 0.33, 1.70 | 0.479 | 0.27 | 0.15, 0.48 | 0 | 0.66 | 0.32, 1.35 | 0.252 |
Age group: >= 60 | 1.83 | 0.71, 5.62 | 0.243 | 0.67 | 0.38, 1.23 | 0.189 | 1.46 | 0.66, 3.57 | 0.373 |
Charlson Comorbidity Index Score | 1.18 | 1.01, 1.39 | 0.037 | 1.04 | 0.94, 1.16 | 0.407 | 1.14 | 1.00, 1.31 | 0.059 |
Drug class category: Anti-neoplastic agents | 1.94 | 0.79, 5.44 | 0.171 | 7.27 | 3.24, 19.5 | 0 | 10.8 | 3.19, 67.6 | 0.001 |
1 OR = Odds Ratio, CI = Confidence Interval |
Characteristic | Healthcare utilization | Dose modification | ||||
---|---|---|---|---|---|---|
OR1 | 95% CI1 | p-value | OR1 | 95% CI1 | p-value | |
Questionnaire response: Yes | 0.42 | 0.19, 0.82 | 0.016 | 0.63 | 0.25, 1.40 | 0.290 |
Study assignment: Control | 2.08 | 1.26, 3.50 | 0.005 | 1.67 | 0.88, 3.25 | 0.123 |
Sex: Male | 0.35 | 0.21, 0.57 | 0 | 0.76 | 0.41, 1.44 | 0.398 |
Age group: >= 60 | 0.59 | 0.36, 0.98 | 0.040 | 1.40 | 0.70, 2.99 | 0.362 |
Charlson Comorbidity Index Score | 1.04 | 0.95, 1.13 | 0.437 | 1.19 | 1.06, 1.35 | 0.004 |
Drug class category: Anti-neoplastic agents | 7.11 | 3.38, 17.4 | 0 | 12.3 | 3.69, 76.0 | 0.001 |
1 OR = Odds Ratio, CI = Confidence Interval |
Characteristic | Healthcare utilization | Dose modification | ||||
---|---|---|---|---|---|---|
OR1 | 95% CI1 | p-value | OR1 | 95% CI1 | p-value | |
Questionnaire response: Yes | 0.36 | 0.16, 0.71 | 0.006 | 0.56 | 0.22, 1.26 | 0.188 |
Study assignment: Control | 2.79 | 1.40, 6.08 | 0.006 | 1.79 | 0.79, 4.61 | 0.188 |
Sex: Male | 0.29 | 0.16, 0.51 | 0 | 0.67 | 0.33, 1.37 | 0.270 |
Age group: >= 60 | 0.69 | 0.39, 1.25 | 0.209 | 1.47 | 0.66, 3.58 | 0.367 |
Charlson Comorbidity Index Score | 1.04 | 0.94, 1.15 | 0.504 | 1.14 | 1.00, 1.32 | 0.054 |
Drug class category: Anti-neoplastic agents | 7.36 | 3.29, 19.7 | 0 | 10.7 | 3.17, 67.1 | 0.001 |
1 OR = Odds Ratio, CI = Confidence Interval |
Characteristic | ITT & mITT - logistic | Per protocol - logistic | ||||
---|---|---|---|---|---|---|
OR1 | 95% CI1 | p-value | OR1 | 95% CI1 | p-value | |
Questionnaire response: Yes | 0.51 | 0.17, 1.24 | 0.174 | 0.55 | 0.18, 1.40 | 0.243 |
Study assignment: Control | 1.11 | 0.57, 2.20 | 0.766 | 1.83 | 0.71, 5.62 | 0.243 |
Sex: Male | 0.54 | 0.27, 1.05 | 0.070 | 0.75 | 0.33, 1.70 | 0.479 |
Age group: >= 60 | 1.50 | 0.71, 3.47 | 0.307 | 1.83 | 0.71, 5.62 | 0.243 |
Charlson Comorbidity Index Score | 1.15 | 1.02, 1.31 | 0.029 | 1.18 | 1.01, 1.39 | 0.037 |
Drug class category: Anti-neoplastic agents | 1.99 | 0.93, 4.78 | 0.096 | 1.94 | 0.79, 5.44 | 0.171 |
1 OR = Odds Ratio, CI = Confidence Interval |
Characteristic | ITT & mITT - logistic | Per protocol - logistic | ITT & mITT - ordinal | Per protocol - ordinal | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
OR1 | 95% CI1 | p-value | OR1 | 95% CI1 | p-value | OR1 | 95% CI1 | p-value | OR1 | 95% CI1 | p-value | |
Questionnaire response: Yes | 0.43 | 0.20, 0.85 | 0.021 | 0.37 | 0.17, 0.74 | 0.008 | 0.42 | 0.19, 0.82 | 0.016 | 0.36 | 0.16, 0.71 | 0.006 |
Study assignment: Control | 2.05 | 1.24, 3.47 | 0.006 | 2.68 | 1.34, 5.86 | 0.008 | 2.08 | 1.26, 3.50 | 0.005 | 2.79 | 1.40, 6.08 | 0.006 |
Sex: Male | 0.33 | 0.19, 0.54 | 0 | 0.27 | 0.15, 0.48 | 0 | 0.35 | 0.21, 0.57 | 0 | 0.29 | 0.16, 0.51 | 0 |
Age group: >= 60 | 0.58 | 0.35, 0.97 | 0.034 | 0.67 | 0.38, 1.23 | 0.189 | 0.59 | 0.36, 0.98 | 0.040 | 0.69 | 0.39, 1.25 | 0.209 |
Charlson Comorbidity Index Score | 1.05 | 0.96, 1.15 | 0.334 | 1.04 | 0.94, 1.16 | 0.407 | 1.04 | 0.95, 1.13 | 0.437 | 1.04 | 0.94, 1.15 | 0.504 |
Drug class category: Anti-neoplastic agents | 7.01 | 3.34, 17.2 | 0 | 7.27 | 3.24, 19.5 | 0 | 7.11 | 3.38, 17.4 | 0 | 7.36 | 3.29, 19.7 | 0 |
1 OR = Odds Ratio, CI = Confidence Interval |
Characteristic | ITT & mITT - logistic | Per protocol - logistic | ITT & mITT - ordinal | Per protocol - ordinal | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
OR1 | 95% CI1 | p-value | OR1 | 95% CI1 | p-value | OR1 | 95% CI1 | p-value | OR1 | 95% CI1 | p-value | |
Questionnaire response: Yes | 0.64 | 0.25, 1.42 | 0.306 | 0.57 | 0.22, 1.29 | 0.202 | 0.63 | 0.25, 1.40 | 0.290 | 0.56 | 0.22, 1.26 | 0.188 |
Study assignment: Control | 1.64 | 0.87, 3.21 | 0.135 | 1.76 | 0.78, 4.54 | 0.202 | 1.67 | 0.88, 3.25 | 0.123 | 1.79 | 0.79, 4.61 | 0.188 |
Sex: Male | 0.75 | 0.40, 1.41 | 0.362 | 0.66 | 0.32, 1.35 | 0.252 | 0.76 | 0.41, 1.44 | 0.398 | 0.67 | 0.33, 1.37 | 0.270 |
Age group: >= 60 | 1.40 | 0.70, 2.99 | 0.362 | 1.46 | 0.66, 3.57 | 0.373 | 1.40 | 0.70, 2.99 | 0.362 | 1.47 | 0.66, 3.58 | 0.367 |
Charlson Comorbidity Index Score | 1.20 | 1.06, 1.36 | 0.004 | 1.14 | 1.00, 1.31 | 0.059 | 1.19 | 1.06, 1.35 | 0.004 | 1.14 | 1.00, 1.32 | 0.054 |
Drug class category: Anti-neoplastic agents | 12.3 | 3.72, 76.5 | 0.001 | 10.8 | 3.19, 67.6 | 0.001 | 12.3 | 3.69, 76.0 | 0.001 | 10.7 | 3.17, 67.1 | 0.001 |
1 OR = Odds Ratio, CI = Confidence Interval |
5.5 Multivariable models of composite outcomes
5.5.1 Models
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Questionnaire response | Yes vs. No | 0.503 | 0.243 | 1.040 | 1 | 0.064 |
Charlson index | 9 vs. 5 | 1.639 | 1.056 | 2.544 | 1 | 0.028 |
Sex | Female vs. Male | 2.802 | 1.656 | 4.743 | 1 | <0.001 |
Age group | < 60 vs. >= 60 | 1.979 | 1.085 | 3.609 | 1 | 0.026 |
Logistic (Proportional Odds) Ordinal Regression Model
orm(formula = as.formula(paste0(VAR, covs)), data = DAT %>% mutate(outcome_trt_mod_binary = outcome_trt_mod_binary == "Yes"))
Frequencies of Responses
0 1 2 3 4 6 306 54 20 5 1 1
Model Likelihood Ratio Test |
Discrimination Indexes |
Rank Discrim. Indexes |
|
---|---|---|---|
Obs 387 | LR χ2 29.02 | R2 0.096 | ρ 0.268 |
Distinct Y 6 | d.f. 4 | R24,387 0.063 | |
Y0.5 0 | Pr(>χ2) <0.0001 | R24,194.6 0.121 | |
max |∂log L/∂β| 2×10-6 | Score χ2 27.78 | |Pr(Y ≥ median)-½| 0.293 | |
Pr(>χ2) <0.0001 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
y≥1 | -1.8250 | 0.4787 | -3.81 | 0.0001 |
y≥2 | -3.1541 | 0.5058 | -6.24 | <0.0001 |
y≥3 | -4.5697 | 0.6022 | -7.59 | <0.0001 |
y≥4 | -5.8337 | 0.8485 | -6.88 | <0.0001 |
y≥6 | -6.5288 | 1.1046 | -5.91 | <0.0001 |
r_sex=Male | -1.0304 | 0.2684 | -3.84 | 0.0001 |
r_age_group=≥ 60 | -0.6823 | 0.3067 | -2.22 | 0.0261 |
charlson | 0.1235 | 0.0561 | 2.20 | 0.0277 |
questionnaire_response=No | 0.6879 | 0.3709 | 1.85 | 0.0636 |
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Questionnaire response | Yes vs. No | 0.737 | 0.311 | 1.747 | 1 | 0.488 |
Charlson index | 9 vs. 5 | 2.221 | 1.269 | 3.888 | 1 | 0.005 |
Sex | Female vs. Male | 1.524 | 0.789 | 2.945 | 1 | 0.209 |
Age group | < 60 vs. >= 60 | 1.133 | 0.498 | 2.578 | 1 | 0.766 |
Logistic (Proportional Odds) Ordinal Regression Model
orm(formula = as.formula(paste0(VAR, covs)), data = DAT %>% mutate(outcome_trt_mod_binary = outcome_trt_mod_binary == "Yes"))
Model Likelihood Ratio Test |
Discrimination Indexes |
Rank Discrim. Indexes |
|
---|---|---|---|
Obs 387 | LR χ2 11.24 | R2 0.050 | ρ 0.178 |
0 343 | d.f. 4 | R24,387 0.019 | |
1 32 | Pr(>χ2) 0.0240 | R24,117.3 0.060 | |
2 12 | Score χ2 10.77 | |Pr(Y ≥ median)-½| 0.386 | |
Distinct Y 3 | Pr(>χ2) 0.0293 | ||
Y0.5 0 | |||
max |∂log L/∂β| 0.003 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
y≥1 | -3.4882 | 0.6363 | -5.48 | <0.0001 |
y≥2 | -4.9015 | 0.6887 | -7.12 | <0.0001 |
r_sex=Male | -0.4216 | 0.3360 | -1.25 | 0.2095 |
r_age_group=≥ 60 | -0.1250 | 0.4194 | -0.30 | 0.7656 |
charlson | 0.1995 | 0.0714 | 2.79 | 0.0052 |
questionnaire_response=No | 0.3050 | 0.4403 | 0.69 | 0.4885 |
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Questionnaire response | Yes vs. No | 0.608 | 0.226 | 1.637 | 1 | 0.325 |
Charlson index | 9 vs. 5 | 1.858 | 1.019 | 3.388 | 1 | 0.043 |
Sex | Female vs. Male | 2.122 | 1.050 | 4.288 | 1 | 0.036 |
Age group | < 60 vs. >= 60 | 0.873 | 0.359 | 2.126 | 1 | 0.765 |
Logistic (Proportional Odds) Ordinal Regression Model
orm(formula = as.formula(paste0(VAR, covs)), data = DAT %>% mutate(outcome_trt_mod_binary = outcome_trt_mod_binary == "Yes"))
Model Likelihood Ratio Test |
Discrimination Indexes |
Rank Discrim. Indexes |
|
---|---|---|---|
Obs 387 | LR χ2 11.06 | R2 0.059 | ρ 0.169 |
FALSE 349 | d.f. 4 | R24,387 0.018 | |
TRUE 38 | Pr(>χ2) 0.0259 | R24,102.8 0.066 | |
Distinct Y 2 | Score χ2 10.51 | |Pr(Y ≥ median)-½| 0.402 | |
Y0.5 1 | Pr(>χ2) 0.0326 | ||
max |∂log L/∂β| 0.007 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
Intercept | -3.4923 | 0.6977 | -5.01 | <0.0001 |
r_sex=Male | -0.7523 | 0.3590 | -2.10 | 0.0361 |
r_age_group=≥ 60 | 0.1356 | 0.4539 | 0.30 | 0.7652 |
charlson | 0.1548 | 0.0767 | 2.02 | 0.0434 |
questionnaire_response=No | 0.4971 | 0.5050 | 0.98 | 0.3249 |
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Questionnaire response | Yes vs. No | 0.425 | 0.201 | 0.899 | 1 | 0.025 |
Charlson index | 9 vs. 5 | 1.501 | 0.905 | 2.490 | 1 | 0.116 |
Sex | Female vs. Male | 3.407 | 1.865 | 6.224 | 1 | <0.001 |
Age group | < 60 vs. >= 60 | 1.541 | 0.768 | 3.090 | 1 | 0.223 |
Logistic (Proportional Odds) Ordinal Regression Model
orm(formula = as.formula(paste0(VAR, covs)), data = DAT %>% mutate(outcome_trt_mod_binary = outcome_trt_mod_binary == "Yes"))
Frequencies of Responses
0 1 2 3 226 43 17 4
Model Likelihood Ratio Test |
Discrimination Indexes |
Rank Discrim. Indexes |
|
---|---|---|---|
Obs 290 | LR χ2 28.25 | R2 0.123 | ρ 0.290 |
Distinct Y 4 | d.f. 4 | R24,290 0.080 | |
Y0.5 0 | Pr(>χ2) <0.0001 | R24,151.7 0.148 | |
max |∂log L/∂β| 4×10-6 | Score χ2 27.04 | |Pr(Y ≥ median)-½| 0.281 | |
Pr(>χ2) <0.0001 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
y≥1 | -1.7295 | 0.5148 | -3.36 | 0.0008 |
y≥2 | -3.1087 | 0.5480 | -5.67 | <0.0001 |
y≥3 | -4.8551 | 0.7106 | -6.83 | <0.0001 |
r_sex=Male | -1.2259 | 0.3074 | -3.99 | <0.0001 |
r_age_group=≥ 60 | -0.4323 | 0.3550 | -1.22 | 0.2233 |
charlson | 0.1015 | 0.0646 | 1.57 | 0.1161 |
questionnaire_response=No | 0.8546 | 0.3819 | 2.24 | 0.0252 |
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Questionnaire response | Yes vs. No | 0.638 | 0.263 | 1.547 | 1 | 0.320 |
Charlson index | 9 vs. 5 | 1.714 | 0.916 | 3.207 | 1 | 0.092 |
Sex | Female vs. Male | 1.639 | 0.785 | 3.419 | 1 | 0.188 |
Age group | < 60 vs. >= 60 | 0.875 | 0.344 | 2.228 | 1 | 0.779 |
Logistic (Proportional Odds) Ordinal Regression Model
orm(formula = as.formula(paste0(VAR, covs)), data = DAT %>% mutate(outcome_trt_mod_binary = outcome_trt_mod_binary == "Yes"))
Model Likelihood Ratio Test |
Discrimination Indexes |
Rank Discrim. Indexes |
|
---|---|---|---|
Obs 290 | LR χ2 7.02 | R2 0.041 | ρ 0.165 |
0 255 | d.f. 4 | R24,290 0.010 | |
1 25 | Pr(>χ2) 0.1350 | R24,92.6 0.032 | |
2 10 | Score χ2 6.72 | |Pr(Y ≥ median)-½| 0.379 | |
Distinct Y 3 | Pr(>χ2) 0.1513 | ||
Y0.5 0 | |||
max |∂log L/∂β| 0.001 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
y≥1 | -3.1496 | 0.6813 | -4.62 | <0.0001 |
y≥2 | -4.5166 | 0.7374 | -6.12 | <0.0001 |
r_sex=Male | -0.4938 | 0.3753 | -1.32 | 0.1882 |
r_age_group=≥ 60 | 0.1336 | 0.4770 | 0.28 | 0.7794 |
charlson | 0.1347 | 0.0799 | 1.69 | 0.0920 |
questionnaire_response=No | 0.4488 | 0.4515 | 0.99 | 0.3203 |
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Questionnaire response | Yes vs. No | 0.635 | 0.227 | 1.780 | 1 | 0.388 |
Charlson index | 9 vs. 5 | 1.873 | 0.906 | 3.871 | 1 | 0.090 |
Sex | Female vs. Male | 1.527 | 0.657 | 3.549 | 1 | 0.325 |
Age group | < 60 vs. >= 60 | 0.755 | 0.245 | 2.326 | 1 | 0.625 |
Logistic (Proportional Odds) Ordinal Regression Model
orm(formula = as.formula(paste0(VAR, covs)), data = DAT %>% mutate(outcome_trt_mod_binary = outcome_trt_mod_binary == "Yes"))
Model Likelihood Ratio Test |
Discrimination Indexes |
Rank Discrim. Indexes |
|
---|---|---|---|
Obs 290 | LR χ2 6.71 | R2 0.050 | ρ 0.152 |
FALSE 264 | d.f. 4 | R24,290 0.009 | |
TRUE 26 | Pr(>χ2) 0.1521 | R24,71 0.037 | |
Distinct Y 2 | Score χ2 6.31 | |Pr(Y ≥ median)-½| 0.410 | |
Y0.5 1 | Pr(>χ2) 0.1769 | ||
max |∂log L/∂β| 0.003 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
Intercept | -3.8261 | 0.8165 | -4.69 | <0.0001 |
r_sex=Male | -0.4235 | 0.4302 | -0.98 | 0.3249 |
r_age_group=≥ 60 | 0.2810 | 0.5741 | 0.49 | 0.6246 |
charlson | 0.1569 | 0.0926 | 1.69 | 0.0902 |
questionnaire_response=No | 0.4534 | 0.5257 | 0.86 | 0.3884 |
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Treatment assignment | Case vs. Control | 0.498 | 0.294 | 0.842 | 1 | 0.009 |
Charlson index | 9 vs. 5 | 1.638 | 1.053 | 2.549 | 1 | 0.029 |
Sex | Female vs. Male | 2.903 | 1.714 | 4.916 | 1 | <0.001 |
Age group | < 60 vs. >= 60 | 2.046 | 1.119 | 3.743 | 1 | 0.020 |
Logistic (Proportional Odds) Ordinal Regression Model
orm(formula = as.formula(paste0(VAR, covs)), data = DAT %>% mutate(outcome_trt_mod_binary = outcome_trt_mod_binary == "Yes"))
Frequencies of Responses
0 1 2 3 4 6 306 54 20 5 1 1
Model Likelihood Ratio Test |
Discrimination Indexes |
Rank Discrim. Indexes |
|
---|---|---|---|
Obs 387 | LR χ2 32.20 | R2 0.106 | ρ 0.282 |
Distinct Y 6 | d.f. 4 | R24,387 0.070 | |
Y0.5 0 | Pr(>χ2) <0.0001 | R24,194.6 0.135 | |
max |∂log L/∂β| 3×10-7 | Score χ2 31.23 | |Pr(Y ≥ median)-½| 0.294 | |
Pr(>χ2) <0.0001 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
y≥1 | -1.6268 | 0.4005 | -4.06 | <0.0001 |
y≥2 | -2.9680 | 0.4325 | -6.86 | <0.0001 |
y≥3 | -4.3895 | 0.5421 | -8.10 | <0.0001 |
y≥4 | -5.6534 | 0.8068 | -7.01 | <0.0001 |
y≥6 | -6.3476 | 1.0728 | -5.92 | <0.0001 |
r_sex=Male | -1.0657 | 0.2688 | -3.96 | <0.0001 |
r_age_group=≥ 60 | -0.7161 | 0.3081 | -2.32 | 0.0201 |
charlson | 0.1234 | 0.0564 | 2.19 | 0.0286 |
assignment=Control | 0.6978 | 0.2685 | 2.60 | 0.0094 |
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Treatment assignment | Case vs. Control | 0.653 | 0.338 | 1.262 | 1 | 0.205 |
Charlson index | 9 vs. 5 | 2.221 | 1.267 | 3.895 | 1 | 0.005 |
Sex | Female vs. Male | 1.538 | 0.798 | 2.962 | 1 | 0.198 |
Age group | < 60 vs. >= 60 | 1.147 | 0.504 | 2.609 | 1 | 0.744 |
Logistic (Proportional Odds) Ordinal Regression Model
orm(formula = as.formula(paste0(VAR, covs)), data = DAT %>% mutate(outcome_trt_mod_binary = outcome_trt_mod_binary == "Yes"))
Model Likelihood Ratio Test |
Discrimination Indexes |
Rank Discrim. Indexes |
|
---|---|---|---|
Obs 387 | LR χ2 12.38 | R2 0.055 | ρ 0.182 |
0 343 | d.f. 4 | R24,387 0.021 | |
1 32 | Pr(>χ2) 0.0147 | R24,117.3 0.069 | |
2 12 | Score χ2 11.84 | |Pr(Y ≥ median)-½| 0.386 | |
Distinct Y 3 | Pr(>χ2) 0.0186 | ||
Y0.5 0 | |||
max |∂log L/∂β| 0.004 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
y≥1 | -3.4738 | 0.5686 | -6.11 | <0.0001 |
y≥2 | -4.8887 | 0.6257 | -7.81 | <0.0001 |
r_sex=Male | -0.4303 | 0.3345 | -1.29 | 0.1983 |
r_age_group=≥ 60 | -0.1370 | 0.4194 | -0.33 | 0.7439 |
charlson | 0.1995 | 0.0716 | 2.78 | 0.0054 |
assignment=Control | 0.4255 | 0.3357 | 1.27 | 0.2050 |
label | levels | effect | conf.low | conf.high | d.f. | P |
---|---|---|---|---|---|---|
Treatment assignment | Case vs. Control | 1.016 | 0.511 | 2.016 | 1 | 0.965 |
Charlson index | 9 vs. 5 | 1.923 | 1.057 | 3.500 | 1 | 0.032 |
Sex | Female vs. Male | 2.221 | 1.102 | 4.474 | 1 | 0.026 |
Age group | < 60 vs. >= 60 | 0.893 | 0.368 | 2.168 | 1 | 0.802 |
Logistic (Proportional Odds) Ordinal Regression Model
orm(formula = as.formula(paste0(VAR, covs)), data = DAT %>% mutate(outcome_trt_mod_binary = outcome_trt_mod_binary == "Yes"))
Model Likelihood Ratio Test |
Discrimination Indexes |
Rank Discrim. Indexes |
|
---|---|---|---|
Obs 387 | LR χ2 9.99 | R2 0.054 | ρ 0.165 |
FALSE 349 | d.f. 4 | R24,387 0.015 | |
TRUE 38 | Pr(>χ2) 0.0405 | R24,102.8 0.057 | |
Distinct Y 2 | Score χ2 9.63 | |Pr(Y ≥ median)-½| 0.402 | |
Y0.5 1 | Pr(>χ2) 0.0471 | ||
max |∂log L/∂β| 0.003 |
β | S.E. | Wald Z | Pr(>|Z|) | |
---|---|---|---|---|
Intercept | -3.0998 | 0.5832 | -5.32 | <0.0001 |
r_sex=Male | -0.7978 | 0.3574 | -2.23 | 0.0256 |
r_age_group=≥ 60 | 0.1133 | 0.4526 | 0.25 | 0.8023 |
charlson | 0.1635 | 0.0764 | 2.14 | 0.0322 |
assignment=Control | -0.0154 | 0.3499 | -0.04 | 0.9649 |
5.5.2 Combined summaries
Results1 | Healthcare utilization | Dose modification | Treatment modification |
---|---|---|---|
mITT | |||
Questionnaire response |
0.5 |
0.7 |
0.6 |
Charlson index |
1.6 |
2.2 |
1.9 |
Sex |
2.8 |
1.5 |
2.1 |
Age group |
2 |
1.1 |
0.9 |
Per protocol | |||
Questionnaire response |
0.4 |
0.6 |
0.6 |
Charlson index |
1.5 |
1.7 |
1.9 |
Sex |
3.4 |
1.6 |
1.5 |
Age group |
1.5 |
0.9 |
0.8 |
ITT | |||
Treatment assignment |
0.5 |
0.7 |
1 |
Charlson index |
1.6 |
2.2 |
1.9 |
Sex |
2.9 |
1.5 |
2.2 |
Age group |
2 |
1.1 |
0.9 |
1Odds ratio (95% CI) p value |